{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mel_feature import *\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.io import wavfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x20f865dfc50>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,x = wavfile.read(\"A11_1.wav\")\n",
    "plt.plot(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ac71b27630>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OQrzbbmPhw3sBmHmjzNSTb+y+YpGiN1Ytuhb0IjIF/DHwm6q6Ii0OgUTkQeBBgDFqDCmHEY0ae0x06fGSJIiQ105vHVKruoBNnYZA3o5XFSVz6QLlq1cbN8gkcNfaWs01AW3Tx2GwbpTgqeeAOC9Yrx5EVfTqNeSACywmuWBnHKA0iELGn3brP2R6inK9FIGev7PtDFon0Ih22kw5ZM9J1/FO/L+XKe/WSutEIZqaQkRcoLYergNoRFdeNyKSwwn5r6jqt+LNiyJyKP79ELBU67+qelxVj6nqsRzd2UENwzCM+nTjdSPAF4EXVfV3qn76NnA/8Ln4/ZGuSjhMxJp1GiS2b13dqBkvpRu7/3b8OMEIvu+iM7ao2fWk7k3O5U1MuDhAyYRwGuaPZvWNE5S0a8OOVlfRM87mvysJ02MqXlkXL9e+XtWmj36TzDe1M5po07tKT59lPMmt0GzeKQW0VOo8rWWHdGO6+QDwT4Afi8gP423/DifgvyEiD+DW7X28uyKOKNtseBqGLm522sNpkc2EEOu7cL52EEHyOUgyRPWtHF4lB2m7pKIINLP3VmIx1Slvk4VXiLd5vXvVHhqUWfL5thLytB0ueG2tobdRaiTPch88mbrxuvlLoJ5B/q5OjzuSxEHMwLl7abHoMjRV+7/3OK5HXVSJrrqUaD2JmV4Hl+avTa8OVZeurR1NKI3QD9XZufpN7CveMKNWF8f2Z2chCCoeVz3zqW80jxUmnUtK13i3nqUBwkIgdEEv0qmBW2qucdYd7/JVdGaS4qFpCs+drps+rS3a9GSoLOpJQZtP3AslF6CdRFxsR8g3cHXNCpLP483Ndh3YrOax48Q30ZWVXR1B9azDqkr1KBPjRBcuNu2oKnl3x8edB9na+kAvhGoVE/RtkDQCb2IC8jkkCCj3IEa8ljYq7pLl5QvIckDhwh60B+FRJQjA99sbLqYpGOM8m0mOz7r0wv0sAw9oM/z5OXR2Gm2WrL0DtFxuvnZikIkXDALOzJbLIU1GPpXYOJMTLu59RtqQxboxDMPIOKbRt4oIXhzrRWZnKN68l9zldVjqfsgcra0hVbFOtBhWFj41Kg/QVOPVSCEaoGh9SRTEVvbNsMmlF3iTk5z7e0eZfrNM4ScdmlZSyCQ1SFRMNevrmxPLjfaPPdq2LPrLACboW6U6xd6lSwSn30R7tYJTNb0gYX0YenqTk8iheEH00gXClU0TVEtByiTlybh+0WOhKmMF1IP85Q5CRieKQhavcz3amYTNkJAHE/TtMUiJRwaxIYrg750nvO0wxTln65zwPKheWdtCuZMVwEZjwouXuOF/Po+GIW3r87FmK77vXEW7jNJpDDYm6I36VOeubeZrDQRHb6Z04xy5508xFi8rj3y/7Vg3ks+haxkU9MliIOhNR63a2oKfRi6mGm36rY8K1e7M+TzR9dXMTLrWwyZjDcMwMo5p9KNCdRrAFpdf+wf2w+wM0clTaIP9k5DE0cwEuTcvuyX3iebYpjlAfL9yvMyRhi96GyODxC8e2Lz/nlu4NlJmG/HwZmbc540mkVlTK8OQRa80hoNKfPgWhHyyXoB9c8i11aYTxYk9XV493X7s+VrHK5WyOZRW7T7BRT0aTfRWhdGoSb2Ilmy2hUx1BFFIeD72luvXXFfF+2d3FvSZoB8FPH+zYUXNbbHJohFZXSc818TNEyoNNWp3cU0N4aRh2LOJ2NSFVCdeNP2cRK/bETRIPtLvuELdUk9z7rczwy4rMiboRwAvn0PDNh7WWNBGS+fTC8BUz4WyKmHJlknCeLu/by8yPUW04KIP1l3SHnduqbmtDpL/eRJNs8MOrWHHOswjqyQhD4Dn1c6XMCKYoM86Ii7XaxtaciWpSYqCTIIceFI3OJhXKLjQDdu9QcpldOUqUbOAaxqhG0MspNrAhbDO1xZig9Qh7Taqm4qKH49qR/R6mNeNYRhGxjGNPutUazVt/CdtvPExl4Ch1o+xXTWqEX8/bDXtW9p1GCCt0JuadNpqvWigDTw8tMFEbBaojHJG1GSTYIJ+EPB8/NuPArDyzr3M/OQy0YnXe5cDdoCoePSMj9XvgMRzcwoZq3sqeD4yP4euNJgITybiq+dDEndbT9Cog6xOxlDRtelGRHwR+YGI/O/4+1EReUJEXhGRr4tIvvtiZhvxBB3LoWM5StMer943z8Kv/Q2Cg/v7XbSO8PfOExy9meDozRUPngQZH3evIHAdWQ3ES8kFMYP4U5NsHNwD9Sbb6wlv8UC8zY7X2IIUCgQ3HNyczB1yenGXfwN4EYhXIPB54HdV9Wsi8l+AB4Av9OA8mUXLZfRHLwIw96yw/4aDlG8+sBlLuxckGlwHuU7bwd87T/ntNxFcdFEAk4xZ29HVtfoae3XqOqMhMj2FqG4mi2n1f3FnqmGU+eQsbRHnz01yE2eFrgS9iBwB/i7w28BvxQnDPwL8o3iXh4HPkgVBL0Jw840AXDl2iPHFEsGTL/YutVqCKuWFc7Bwjp4aLuLhu/OLTueh9iYnKb/9JnJnL1F+40zNfXTdCX2lwbyBJ+iGCZ6WCHyCpRXKjWLV1Og0N72w0uv0h5JY+QgvX87UdenWdPN7wL+lEqmJvcBlVU3G5GeAw7X+KCIPishTIvLURqOH3jAMw+iKjgW9iPwCsKSqT1dvrrFrzW5RVY+r6jFVPZajUGuXwUI8NJ9D8zmC1YhrRwpInOd1GBBP3HA9xQlOb/9evFJIePacO08U7tAmtbxRedUuqCC9HDIPy/BbxL08v/Uyi0CkbiK2kfapNUZxtbaNEsn1rnetM3ZtujHdfAD4RRG5BxjD2eh/D5gVkSDW6o8AZ7sv5gAQhYSvnASg8PKrjOXy7ccA7xcinYUVaDPwUriwiJxb2lxwVeu/LRyrYjfudnHLsAh5qIrX38Z9Eg+9suLcUFvav8b1zJhA20G9EM1Zr/c2OtboVfVTqnpEVW8B7gP+XFX/MfA48EvxbvcDj3RdykGhSgvSjVJ6y+t7TVLulBu3Fovdz1nE2bYkyOHvnUeCoHPPkKxrrVFIuLIyPO2wD3jj43jj4/izszs8wEaJNFbGfhI3MXsCZ7P/YgrnMHaLPglKb3wMShs9DXKWaVoZvdS6l8M06umAaHWVaHXVTa6GYebrW4+eONGq6veA78WfTwLv6cVxjT7TtxCu9VfG7no5hmVE0Gnu12GpX7eojmxAM7BYN4ZhGJnHBP0wMSLDTvF9F3GzlmdO4pmyKwUZksfD8/HyucZeJPUYkTY16tj652GiBx4o7aQS7PhUuTwkKy9LpY7KXfd/qp2ZKNphyISfNz6GjBWgk9wBo2K6GXFM0I8KycrY8kaqD7c/N8fqz95GbsXZQ4NnXia6fr1GeRrbv+vFwdlVhiEMgwje/r3uWl642O/SGAOKCfpBIdYivdgFLCoWeyuQdyESpAQB4e1HyF8s4f/oFYCdiUNaoGexeBITT7t1HyItV/J5Nt4yR+7spX4XxRhghsQIaRiGYXSKafSDQrIQK4zw984h6+utJ9kYECQI8F47R3T5ClGzRTzNlux3XRgX8iHrLnXe7B7WZ/MEL9cwjxmd4/mZiuppgn7A0I0S5cWl4fH4qCIqFqFX0Tw9v2tBnXUhDyBjBQrn14muNEg8YrROdUKWcjaEPJigbxkpFCh++KcBWJ/3mX/8dRdOOA12w7MkDXqs/XS1IjYjmlhDRNCxAv6VNcJ6QeKM9khG1hlTEoZPbewTIoJXivBKEZMLJTfJOGRueJC4Pu6SH3o3ZGjYnBYS5IhmxpFiZy6sI8kQPrO9wDT6FonW1wkef8Z9Ue1tUpDdIG7gabtXGruIRngnzhBeM/t8y4xo2zeN3jAMI+OYRt8Ow6wN7GbZ44lUaGLrbLRoapiv9S6h5TLhJfOfN5pjGr3RUySXdyGGm+H5iD8EcwWGkQFM0A8aQzxZJEGANzmOFotoudxQm5dcC4PJIb4WhjFIdCXoRWRWRL4pIj8RkRdF5P0iMi8ij4rIK/H7XK8Km2X8mRn8mRmCm444z5ghRMOQ8MpKc3NNnBdWowbmGRPyhtEzutXofx/4v6r6duBngBeBh4DHVPV24LH4u9GEJBNOtHwh3WBaaQrQVlL3iedynao2j0FjdvrWsE7RaELHgl5EZoAPEqcKVNWSql4G7gUejnd7GPhYt4U0DMMwOqcbjf5WYBn47yLyAxH5byIyCRxU1QWA+P1ArT+LyIMi8pSIPLVBB3G0M0Zi045WV9NdlddvLVkj0GgwwhAbxojQjaAPgDuBL6jqu4HrtGGmUdXjqnpMVY/lGI7s7N7EBN7EBMGNR/AmJ/tdnOEkMe/sQtjkkaHfnbcx8HQj6M8AZ1T1ifj7N3GCf1FEDgHE70vdFXFAEME7sA/vwD5Kt+5HbjmCN9aCG6HRGSa8DKNndLxgSlXPichpEXmbqr4E3AW8EL/uBz4Xvz/Sk5L2G1XKb5wGwHvjNDo+7iYUja00yRzV1nFg57HqbTcMoy7droz9F8BXRCQPnAR+FTdK+IaIPACcAj7e5TkGhyrhEq2u9rEgg4nk8s7+3qs5hno5Yw2jW6o9lUagTXUl6FX1h8CxGj/d1c1xDcMwjN5hsW4GhQyYJLRZVqm2Dja818EYApLEPiPiFGCCflCoZJSyOOyGkTojIuATTNAPCoPY8Ho1sWoYRl+xoGbGTuJ4NMOYt9YwjJ3Yk2wYhpFxTNC3QxJ5MQiGI+9qtwyiOQksiJdhtIkJ+naIl+9rGCK+7wR+FmklCmU/GeSyGcYAklFJlTKqvXUlHFQy4PJpGIZp9EYzTMgbxtBjgt6ojwl5w8gEJugNwzAyjgl6wzCMjGOC3jAMI+OYoDcMw8g4JugNwzAyTleCXkT+lYg8LyLPichXRWRMRI6KyBMi8oqIfD1OSmIYhmH0iY4FvYgcBv4lcExV3wn4wH3A54HfVdXbgUvAA70oqGEYhtEZ3ZpuAmBcRAJgAlgAPoJLFA7wMPCxLs9hGEYWsZhFu0bHgl5V3wT+Iy4v7AJwBXgauKyqSdLQM8DhWv8XkQdF5CkReWqDYqfFMAxjGLEw2LtKN6abOeBe4CjwFmAS+GiNXWsur1TV46p6TFWP5Sh0WgzDMIYR1cGNjppBuulS/xbwmqouq+oG8C3gZ4HZ2JQDcAQ422UZDcMwjC7oRtCfAt4nIhMiIsBdwAvA48AvxfvcDzzSXRENwzCMbujGRv8EbtL1GeDH8bGOA58EfktETgB7gS/2oJyGYRhGh3QVj15VPwN8Ztvmk8B7ujmuYRgZx3Id7CqWeMQwjN3HBPyuYv5NhmEYGccEvWEYRsYxQW8YhpFxTNAbhrH7iIDn97sUI4MJesMwdp9aK2Mt9k1qmKA3jF4iYgKrUyz2TWrYlTV2BxN+RjMs9k1qmKA3dgfzmzaMvmGC3jAMI+OYoDeMXmIjF2MAMUFvGL3GhL0xYJigNwzDyDgm6A3DMDKOCXrDMIyM01TQi8iXRGRJRJ6r2jYvIo+KyCvx+1y8XUTkD0TkhIg8KyJ3pll4wzAMozmtaPR/BNy9bdtDwGOqejvwWPwdXHLw2+PXg8AXelNMwzAMo1OaCnpV/Qvg4rbN9wIPx58fBj5Wtf3L6vg+LlH4oV4V1jAMw2ifTm30B1V1ASB+PxBvPwycrtrvTLzNMAzD6BO9TiVYK6BJTadiEXkQZ95hjIkeF8MwDMNI6FSjX0xMMvH7Urz9DHBj1X5HgLO1DqCqx1X1mKoey1HosBiGYRhGMzoV9N8G7o8/3w88UrX9V2Lvm/cBVxITj2EYhtEfmppuROSrwIeAfSJyBvgM8DngGyLyAHAK+Hi8+3eAe4ATwCrwqymU2TAMw2iDpoJeVX+5zk931dhXgU90WyjDMAyjd9jKWMMwjIxjgt4wDCPjmKA3DMPIOCboDcMwMo4JesMwjIxjgt4wDCPjmKA3DMPIOCboDcMwMo4JesMwjIxjgt4wDCPjmKA3DMPIOCboDcMwMo4JesMwjIxjgt4wDCPjmKA3DMPIOE0FvYh8SUSWROS5qm3/QUR+IiLPisifiMhs1W+fEpETIvKSiPydtApuGIZhtEYrGv0fAXdv2/Yo8E5V/WngZeBTACJyB3Af8NfeJaZEAAAEkElEQVTi//xnEfF7VlrDMAyjbZoKelX9C+Ditm1/pqrl+Ov3cUnAAe4FvqaqRVV9DZdS8D09LK9hGIbRJr2w0f9T4P/Enw8Dp6t+OxNvMwzDMPpE05yxjRCRTwNl4CvJphq7aZ3/Pgg8CDDGRDfFMAzDMBrQsaAXkfuBXwDuipOCg9Pgb6za7Qhwttb/VfU4cBxgRuZrdgaGYRhG93RkuhGRu4FPAr+oqqtVP30buE9ECiJyFLgd+Kvui2kYhmF0SlONXkS+CnwI2CciZ4DP4LxsCsCjIgLwfVX9NVV9XkS+AbyAM+l8QlXDtApvGIZhNEc2rS79Y0bm9b1yV7+LYRiGMVR8V7/5tKoea7afrYw1DMPIOCboDcMwMo4JesMwjIxjgt4wDCPjDMRkrIgsA9eB8/0uyy6yj9GqL4xenUetvjB6de53fW9W1f3NdhoIQQ8gIk+1MnucFUatvjB6dR61+sLo1XlY6mumG8MwjIxjgt4wDCPjDJKgP97vAuwyo1ZfGL06j1p9YfTqPBT1HRgbvWEYhpEOg6TRG4ZhGCnQd0EvInfH+WVPiMhD/S5PWojI6yLyYxH5oYg8FW+bF5FHReSV+H2u3+XslDq5hWvWTxx/EN/zZ0Xkzv6VvHPq1PmzIvJmfJ9/KCL3VP021PmUReRGEXlcRF4UkedF5Dfi7Zm8zw3qO3z3WFX79gJ84FXgViAP/Ai4o59lSrGurwP7tm3798BD8eeHgM/3u5xd1O+DwJ3Ac83qB9yDy0omwPuAJ/pd/h7W+bPAv6mx7x1x+y4AR+N27/e7Dm3W9xBwZ/x5Gpcv+o6s3ucG9R26e9xvjf49wAlVPamqJeBruLyzo8K9wMPx54eBj/WxLF2hNXILU79+9wJfVsf3gVkRObQ7Je0ddepcj6HPp6yqC6r6TPz5KvAiLlVoJu9zg/rWY2Dvcb8F/SjlmFXgz0Tk6TiNIsBBVV0A16iAA30rXTrUq1/W7/uvx6aKL1WZ4zJVZxG5BXg38AQjcJ+31ReG7B73W9C3nGM2A3xAVe8EPgp8QkQ+2O8C9ZEs3/cvAG8F/jqwAPyneHtm6iwiU8AfA7+pqiuNdq2xbejqXKO+Q3eP+y3oW84xO+yo6tn4fQn4E9yQbjEZysbvS/0rYSrUq19m77uqLqpqqKoR8F/ZHLpnos4iksMJva+o6rfizZm9z7XqO4z3uN+C/kngdhE5KiJ54D5c3tlMISKTIjKdfAZ+HngOV9f7493uBx7pTwlTo179vg38SuyV8T7gSjL0H3a22aD/Pu4+QwbyKYvLG/pF4EVV/Z2qnzJ5n+vVdyjvcb9ng3Ez8y/jZqg/3e/ypFTHW3Gz8T8Cnk/qCewFHgNeid/n+13WLur4VdwwdgOn2TxQr364Ie4fxvf8x8Cxfpe/h3X+H3GdnsU9+Ieq9v90XOeXgI/2u/wd1Pdv4kwRzwI/jF/3ZPU+N6jv0N1jWxlrGIaRcfptujEMwzBSxgS9YRhGxjFBbxiGkXFM0BuGYWQcE/SGYRgZxwS9YRhGxjFBbxiGkXFM0BuGYWSc/w+fzNfr2avcOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(MelFeature().mfcc(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ac72472c18>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(MelFeature2().mfcc(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ac71bdbef0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(MelFeature3().mfcc(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(707, 200)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x20f867a0d30>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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T37idXmsmJ7CbWyhj0BNj+N09XK8v8FSljGu2U09Hl0uoaoX+4ycwX3sTZQyu1SJaXMCuradwlHnkIVy1RDxWorDZojtbp/i7r4lSDpt+dGxKNsMoYv9HnqY9oTBdqGxbvFaUN3sUXrshcE2AfPAOc2KB+MZtdKWMbozgx0ZgfQu7sYmu1WTuELzTMGbR6ZPE128e0jtmbFTmc34c30m854v+cy95759+d18I7+C9XPxexHv/m8Bvfqg3TbFrn7n5KTb2PuVeME8SPAsTw127xfTFy9nOq1WKPSul0Nst1OI88cwoZq8Dqxu4gyaqVkFv7kAcs//nn2P0jR24dgvf6+HjOHVTba8nizZMkNKFrF8jL9zBF4tCtYpj7vzqGazV1H+9Rnnm26hf3MQvr6EW51j+7il2n+3w0C959k6WsSWoLVtqlzZQd1dwvV6KVZtGA3vQzBZl8G7MwhxudR09PcmNv7DIic9v05mrs/JcgfI6zP3uOn7/AB/ajLP0Th8jmh7DjpboTAgcVN60VF+8gd/fR402sBtb6JPz8NrbIXYim6qeniS+vYQ7aKInJ2h920n6dU15MyY6mIYXLoiF47S8bxvc4XThOPRBB3fQTBdX96FjFDZa6J19/MEBvteXTcMU72ssqI89ytozDTrfv4f++ign/u+7EnAuRNg7S/LuZ6dxV67LplgqYaYm8a22KIViQd7r0iqqWGD7MSiva1afPYbpzfDQr2yjltdweweZMgAOzo1Tu76PqxbRvoYuRGIExDFub1+UVNggvPP4bo+Tn/eUv3gBi2weZnIUVSri223s1jadccPGf+759vkDLv7MM9Sv7OIvXZXgaLFI7/ufRjnP6P/+ddTTT+ABO9VAt/r4Toelz2hO/XqX0o0NfLGAr5SIjk1hN7el7fkN9ChFlXyeU3B2RWJFPu7jllaCMm8CDj8ziYlj3P6+WM5xH12p4J56GDYP8HsCX+tKWbypVgv95U30+DidT56h8KWX8e02ul6TuaA0vlxg8+MNmvOKzmwBRvo88mXFxl/+NiYutNh6rMrmJy2P/s0DXKvFyL96mUYgN+R1jLNWNtNSCbe7J+t/Y4vo2BTtJxZwRU3pt16W66Mo4PmFgXeMNvjtHdEZhSg11ETP5ANNR8/ND0s+MqX/nuWdOpm4kAqxRrXC2yOw/Pd7/yOfqfH9WJ7V6+U2HYuqjUCvJxOi08VsbLH0Y48y939eloAcoOt12NxB1ar4qXFGrjfRBy18tYIeH8N3Oqh6DbexJQsx0sH1NvDUWXj5zWA1a679tUc59d8Jtt3cL3P2J75BNDuDb7fBeTZ/9Anqd3rMfH2PuX/bhO1dxv/dHqpYFJe4HwsOHUVgXeZG5iVY3Nf+8jy2fBzTVhR3QfUtxS+8zKnfK+B6fVxQvCLy//a5CuXdErVbLRqvbkO7g58Yxe3soozG7+6hG3VUbCXIOD8nVm+3JxCKs6hyibUfeoiZz18nDsphMEjoWP3sc9RWLFHLUf3aFdz+PgBuZS1bpKUS0VdfwzmPSyAH3t1cUVdu4T79JP7lURb+4cvEedgxtGX/iWnKx0cxzT769hrx8qp4WVEB3+uLBR0VwHse+pkLuGYLMzlB7/FF3vqpBpMvjjP9K98QlkZPLPj6V65I0FUrbDK2Yc6qUkkURE7J+k6H6uUtXPDq4sdO4l96C7vRDXCAofGrX6PxLxS3p6aw/3wD9V9l0IDvx1TfWsUurxJ/1yfYOVNi8gWw1YjCQQeUZvb3PcVXrkKtBvsHAu0lnsqwDME80vDDG4GPY6K5WSgWcGN13GtvpZ67bnVY/zOPMvZ2i+jKkmxgtQrmzRvY/f1ccNhjJidwO7v4fo/NH3qU8Tf2BO4MjDBVLOK7XVTfMvHLzzPhHbpaRS3MYbtdFv7iNV69vEj1mmLm97Xg9WVR6KBxna7MG++EldULHn14Xz6OUbUq8coqpb19+TywzFxHWGzpxpjCYDIGqz/1HKVtT/1uj8J2B93qwuY27L/j9PxQ5CODd96LNNSEf059zztfmHeJ8pjX/XD9PO6Yl3tdk79WaXRRWCJmZAR3dpHulEAGS58pcPrvvZTewkyOYze35dbhZZuxUYgiUBq3vS3W7ZD1o0dGuPbTTwSqosJF0J22lGZbnPzxS6kLbrb2iG/dkY3EuZSJY3d2s8noMwZCAjvpU4s0z05Qu76L2tkXCz1YemiF3doeHFPg+s88y0P//asCq+TGQ9frqMU5bL2EevlihjHGMXs//ikav/r1Q3CHbDLheQCFiKt//Rynfr0JX3stHQcVxskcm8JtbqGPz9KfHSVa38deuZ6+s86ffpb6G4Kdx9dvpn/XIyO4ZivFleM/9hSuqNE9h2n10d0Yrt3BHRy8swEQmDYJvATgkmC70rjPPEXx6powZ5JNQakUPvFxX36OY8ziPK5WQbc62Ft35NJKJYOHwjxTxqDPnqI/UZXA+9u3BSNuNiWgH6x8CFb9+CiqUKB7fp4731XmzD98S96lyryh6NiUtKfZFOOlXMK32+LplWUjaX//x6n+7hvw8AncqxdRn3gcs7yB3dym98efZOk7i1TWFFHL07jZo/DlV4/ePHMecNJGXSwIyyaZm8k8KpVQ9RpMjGHfloC2iiIw4jW3vu8pXKRovHCH+M5dGdtqNY2VAJixMdRYA/oxvtnC7ghby5w9A+ubwqrRCjM/x/W/tEjUhvodx/iXxaAwjz0Cd1YE4lRa4DOl4Jkn2HyqTmdSUd70jF/qEO11cK9elM2pWEwtdHNsGru6Juvs5AJsbmM3tw7No3TdhzkCCGwVgrt4j5maHGIvclifDeu69wnv/NFT+nkZpool1xxFIRu+Jvn+vZ4T8Gw9NirwRKXC2o88ivLQHVO05jwP/c0/QJfL6QtUxSKqWMDuHYCT4J0ql3F7eyilUCMj+FYrm7wBHtBnTqBaHezKGr4fiws9P4V/6Q0AzNSkWDVJIO3Zx+hOFKl95ZIs5kKE3d0Ta6lRR1Uq2JVVmWxPP4ZyHl55K7PSgvJSgUOcTngQxTs+KhO2VsFHBr+8hu92JQBqnSjXZPMKm6//jo9jy4aNJ0q0Zz3x8S6zv1mk8f+8jJmZxu/tC7PGaDh3Gv/G5WzzSRSaMZjjs9z5M/PMPN9Eff0C0fFZ4rsZ8ctMjIsiNmZA4UYzxwRi6XbBecz8LPGNWxKfSeIMeUv0Hu9eRRF6tEHr2Yeo/rtLAn8NX5+bh8oY9GhDXP7gVfl+nHkXwb2PTp9k67lZxn7tdcHqA1ww/E5SKzm0N1UyQ7GIaHaG/plZZv/+dda/u4e3DjM/C91eGtdQWpSlP3UcdXtVFH6w8gG2//KzTH/pNpvfucDIrS76q69gHnsEtbOP295BnVrAvX1tYHMXSmuujfmxKxQDrz4XdEze7RGGmS6XU6s4v1mlxlxyXbWaxZ+OMvKUFsrj/r54v/2+bAbeo2an8beXZEM5tUBnrk7hiy8RnVyEXp/+qRkK11eIV9fS98nHH0V1YtSdZYFoQ5wuWeOu3RaoJ/m5WJSfm6GN+bUxNFbpfEy8lmRenz8rMb9DE/IesUht0OUSX2j+s29ypf9hyz0GVEWCennnMYExkASKVLEolosxAk+Quay+08Xu7qUvU5fLQNjVjckCf8kzjFjlrh14xCFAqAry/GSiRwvz9E4fQ3/lG+hyWYK4wZJynY4EWKNIFlCYaCqwPcyxaXafnWd/0TDzQovC3S18s40qFnCbW/Kd/HgAB//xs6z9uS5jX6ww/bk3UtxfRRFmbhZfLeOu3coWtbPs/dinqN/pEr1wUdxsa1EV8Yp8u51OdDM9Ce0OnWfPErUt+usXUqWsSiVWPvtJ5v7Xl9FzM6x833Fm/9/bYu0Fufu3Pk1c9Rx72VL7bdkUZTMx6XtCK3Z/9BPYoqK+1Kd8cwfWNgfezX3nRFiQ0emTuDWB6hLYBu8x58/SOjVGca+Pee2qeA+IZ5OwXBIrT585iS8W0LsH2JU1+p95kvL1jcxLyVnIZnFekoBaHXyziWt37slqM1OTqFJJKIyVMnf+syc4/g+fH9hMdEVgxHhpGf+pp4jeELqmMgZVLqGKBa78zXM8/PNvw/QE9uJlMVSqFdzOLmZ6ip1vX6S80aew10VfvZta1EeO21EQz/C1SmFGRvDeoyfGiG/eTuEdvMPMzkj+wcZmqlSPMu5UqZSOjX7iUdybl1NDS9hZbXynS/zcebbOlYnaMPH6Lu61S+m7tRN19M0V3P5Beq8kVyddr5CSRlRUQJVLKaSYBti1wYyPZnGae8U6giFp5mUN+Uij2j3YO4B2B7u3NziW70K++S39vHzI3NVD94YBq1CXy1AoyJ+NFgWSsFQCXpgGb+K+LORChG40wgJuH9leXa3S+9R5rv15Q+1Yk9ZeGbNSRPfh1H/7vMBEjz2Ce/taaumbqQl6j8xReOsuLriTPqXylTDHZ7F3llFGoxaPE0+NEL1xXYLHwdJTgY3jrcuYIYn7/fg5/KVrA1aXMia19H2vl2KbiYJUzzyJevMaqhDR/Mw59hcMM79yAfp9XK+f5jToeo0bP3UeZWHx557PJWKBKsjm1f30o6w9XeLEv1nHlwriWoPAOz/0LJU7TczOQaY4IYN3CNb36UX83RXZEJKge/7dhvsd+e69J5qdwc1Ooq7dOWTtm7NnUh54ogx0rSJKutcbuH8CvZmzZ1B7B8Sra9nmkLPydamUbcD5Ng5ZhPn+4hyu3WH3N04z/tMR7sJlMRjCvXWphDoxz+p3HWP6f3tJAqDdLqpYRNeqdB5bQPcszYUyY69vY9+4JAZEsYjrdNFPncNfeHtwntyPBXfob4fZO9J4sVJVqSSbSP5a74hOnRClePVm5gkMPzOwrFSxgNs7SD0R02ikkI0yGn18VlhmEyOgNXrngPjm7UAtzYK1SRujxQX8QRPmptl4dpKxSy0KS1vEt5dkUymHMUxovGRGYposeD+E4R4bYn4TG7j+HXTcf1DsnY9c3k3g9wgr411tFOk1QeHXJL3/0s8+xsj8HtVSj96/eoypf/J8+hXXbIor3Q+lA7wFq/CdTmaBBswSY8Ry7PdwrRalFy9zqvAI5WXL9pMFdh4RypjSCu8Vansv5TurQkT/9Az6K69JUq8JTIBg+WMM8c07sgj6HnX9FmapRPO7H6c1bZi42CS6vYHb3gmL44jFeuUGulZBjY8JvHN7CdcNXgwCLcSr6/LcoOTMxh4X/6cnqB4/oHNNM3JDsfbjTzD9Sy+JR9ILZQusxUVw6mdflGSVyQnhzLda+D7oh09x53uKPPxzF2FuGnV7Jbw7CeJXf+cNXKs1kKAtEJOT7FmtJbi9toFamMNERmirB60sODzwjoemSIBrKJfg8k1ssxmUXnaNu3U3g1y0WNV2d09w/CFqKYil6K7fRp9awHQaQnONk0zqUA7jzAlUTfBe1e5LVm8cS2Ay2SAS1lr4p2emufvn5mn8ksVfeoXo1GJGgfQeNdrAXb/N9LWbxJ95isKLl2Ue9oWds/FUiWPfaDP+5Rv4OHinIyOifLxD7xzgq1Wxyssa1yS1bIc910M0TciUWwJzJBa7s2Ig5WE378TTbbcHKI1plrwfsp6dxe3vp3BJEkMBMaR8ryfQbKkAzRZ6t4nfO5CAsPfiVVXL9McrFN66LXRe77Br63S/+yn25yNQcHCyQuPF1fS5CcsmpdLG/fRdDtDI8209amyUJtEvybw7NCPz8cUP0cD9o6v0j5KBtOUjBum9Dpz3mJlj4Dx2Y4PzP7+C39tHFYv0zwgkI0HTYAEMu6LGpNm23nmIu+mLTawDAHvQpPR7r6OnJhn/lzcYB8HlwyS2G1uYs6exl66IcnvhomwgBaGGeWvl58Qqyj3DTE3iJ0Yp7vYpf/4FdKUi9NDw+UBQLkxKH8fsf8/HqK50MS+9lSY5qUIRXSljN4J3kbNqfbnI/O/AyO8uBU9A+NWqVsE12xnbylrO/KMr+EIkbd47GFgovWM1zv7CEks/dp6DE57Tv1ZB/f4WUpJB47td4fPnrWpnZYG32tidHYHDzkxTWG/C0prQ9yALBt4H4vHWYrd30R1JSEoCzPhsnFSA9jw5MgEC76gwngmaTDhJAAAgAElEQVTspYLHp4oF7JXrmKkpdB2J+8iForBu3kWXS1JPBogPmhJsTdgiac2hsEmEejeTb/Yp/e5rdL73KcpfeJWERYR3MFLD1KrYW3dwBS2KMChElGb+N5bZ/cQxilc0dIOXVCriWi3MxDh0ugIHFSIpCVOv4fZdgBePGEMv9XNS6zn1lN3gusxBkD73XddsSQwngfOUymICCXEjuUeOUp3w+wGBXWen0O0ufmcX9BjLP/owyntKO56x33hD8lxabZRzmLev47TKNvBej+K/fZHJsBaE5msgdplnEPqQjxWlntqhBNCcpxY+0pVKulmlXP7+fZhlHzKi8UcX3rmX5HfGYbbP/ZJKjvIKADMyAsUCaqSOW9tAVau47RxLB7IAFMJMSNy8hLHie71Bzm7+WTpzE6NjU/h+H9/rDwRLzfQ08SPzqH/3isBMxqAW5vC3l1KIId9PXS6lcYIEL9bj4+x8z0OUdiyVmzvYS9dSnP5QktSZE/jltSx4NhSEGghAgmCkJxfxu3uokRFWf2CRfk0x/08loSwZgwTuUErR/P6nqH7+5cziRSxiVYjY/8En2V80zP+i4P35JLLOn36G4naP4vW1gQCviiJ0tQpaCd9/ZET+r5TT/rlW676ByOS9q6jA6k8+zdz/dUkYFcO47DNPot64mrYrCUiaRiOlFqbMjGTRayMKbWnlMKtFG6K5GdkojU7ngO/1MspwjgGSUBbt9i66Uqb5fY+zdyJi9h+/lMaIdL0uJILtbVH03qccdpRsADy0iOpbVKuD29jCNZtEJxexS6ugEzaSbKgDnuE9AouHJKGx5udnGC81MoLvdAQfT+C9pFTBw6fxK+sCo+7sHvYUwjzCeWGp5YL1qlTCjI+lcSUmxmBlPTxY4R5exL94QZIOk+zW/BwPcFySlCnd8GktnTwjJ33HydRJ4n33Io3ciyX4DoSS+8m3FrxzL8kPUv7n+wXw7uUVKIXrdtHG0J8dw6yuQ4K7JSnxwRpJFbzNFIrvx5h6TcoI9HpplN/3ehl+5x3m4dP0FsZY+XiZuAzewOlfvpVmP7rtbQp3yimkoSpl3NUbgxYVLnVxB2Ab79Cj43SfOsH415exSyt4pdKkmAFLP6EELq2KsikW0aVSGsj11ooyMVogiiTg5SxufZOlz34c/d1b7N52THxD0/r0I5R/5zVJi48Kaewgfu48Iy8vEcdxykGXCoNSgdIZxfxvrtH75MNEX72QLRClqX7pAq7d5pBdlGCshSKq2Kf17Q/TnIkYudOntHKA3tqXcXmnQC5gFuaY+/KmZIcmQf3c5mRurxHnFH7e5cd7lFHp9WZ6UoLsm1sCFSbKA2SDCcHAeGmZhIWCtVl/QlLawLwM3wUJYj/1d1/l2k+cRE1Npvfx7TYqzE27v485No0KxAJG66iNLfqjFWnTW1fEuAF5V0YqearJcXytgl9ek4zTpJzHsCQwVT6Q6xKSQ//Q5a7TgUBASPqYsGF8u429ehMzPioU1PB59hzpf7KezPQ0dn09m+9Wqo6qSgW7tYNqd9AT47jNLVS1gn9ZqJf69CKq3ZWNIGx4IIpbj9RZ/ZFHOParF0jKQ4jhFqxzi/QxIXMkln+SrJhAUXljYZhifp/A9KF3/SHLN5+l/2FJCF6CMCUoFFD/3NK1EddfXuCR//Et7M7OIGvE5F98xqBJMvQGFmzOGkyeo0ol4VIvzqI3dlM3V0URemREnheUpx4ZkSBpCP4lAab8wlNaDQRf9Yl5fKWIursmiTY57veA210sok/MA+Cu3xrALFUxS0CStkl7ooV5fKUEewf4gP3rqUmhV4aAY5rsAqLgGvXcwpbn6yfO4i5cZuMnn2X0ao/y85cHs4bvYaknMIyulKX88SfOUrh4S6CdYBG+a9FG4gNh4x7O4BUvImPspMyPQlHKQwRPMF/DyTz6EO7qTcz8XIa75yUZfzhk1Q7cK4gZG4VCkSt//WHO/uO70BfGSwp5BaojSI5BdGIet7ktMFi9Alrj3r6OmRyX+bG/L97K1CRud18qbzbqEsBMZDgv5igZDkLnqajDXneyOeRwb12tDiYO3s8qznmIeTKCGW2keQn0Y0mC68f486fRrR724mXM1JRAjytrh4LU5rFHsI0y+pW3hbxxeh7/5pW0jYPGVs7Tvxe1d2jd62JBjMTA0vOd7qB+eA/yzW/pf5SMneHnKJ1RNrs9aLXp/53TFDYOONe9g8/ROtP/41AaILFynEcXzWGOcQj0prorWMwQJsCrF3G5oI+u1/CLMxAqfZocJz3hRifKP1F+EmDykrxVKKLOnaF1YoTyWhs9Ukd1uvhm8/CYeo9ePA7bu4OJJt6He0o9E3vpyuCYWYu7dRcVRbS/50nisqb+G69kbUqGNsBJ/hPnULfWDikCd+Ey/lNPMPtbdySBKVlMST7Ac09g2n306pYEZvOKv1ySheQ9xZsbeG3QI3V5f/DuFL82mFC36MhaPUqhx0Zlw+12s0J23mMW5sTS39/PYDAX/r9xB31qEXv1RhiHQqZAgsJPqZY5iPDIQDtScNDM1FEW7PIqvT/+JIUvLA1e75wE0AF7dwU9KoaCOgD6/VTh240NdEKv7fYwUxPSJuukDlG7LYZL9975DQNtTS39pN780Bgmln2pJAo+tzn4ZE4HBtw9N5qB+F02P5K8Bj02KtBcsuErhXr9Mv7cafBSxZaNw3MfwF2+Af2etL7bJVrbhoXjaRkOlM/6pc0ho2DgfumYqHTdu66DPFUaDsfXPkL5o6X0PwyF/242joR9oxRUyviDJur4DIXlHdzyqpx50etnmDak/PABjC9Jsx/Y6Yd2/1CiOX7uPDsPlZn+3Bvhs1xhrF4fd+FysA4NtDtSWz9HDwVyhdICDVKR0UZv3qVyXe4ZB2rpQDsgg3dWNySmoPRgfAAJQrmguICs1O9Bk+X/8pP0xuDYSzGjv38TXymD87lMSqknpM+e5voPjHDif3gzs2CT3IZKCfa6uK0dmn/iPLXfviAPCos/uraM29yS4g+5tnsnFSndaB1/+bqUfyiX312RtWEplaR0caJMkucHcesbg15VAjls74AxYk13e5JzUSoJdXK0AZ1QIkG77L0lLA5n0+Co62be0ECiUk50pYzv93no594g/uSjlF+4ihuCCNKsz1isXcYa9ObHiLbb+IvXMLPHUMYRzR/PauK027iUxhgOLEHoiMMW9dExET2ghI/ctLzHOy9GRzK2CeTY7mBGa1m2eHrfoxU0MFh10looFiVQG0US+G800qQ9f/GazKPZmVDraRy7vDrA05f6Sf3UQPP9PnR7WTFFwtomF2vQJoN18m3O/38fGa5G+lHKR3Yw+r93yQ/4O3Gz7/ldLRi+1qiDFrQ76LmZzApzWfZhthh0qijkNKAoh1367J82qVegZ4+xv1iiOafY+cHHMA+fTl1zIM26BZmUrt1BP3UOPTGWKgahi4ZgaaEYapQ4YR5tbqHHRjn4/ifQM9OSHJO4s4fYBkpKJ482MOfOZJuW92mQ8Kg4gB5tsPC5m5z6+69T/o0XiJdXhOJZKUu+QNgUVRRx+a9McfofXRI3V4c2aCPtfuQU6u4qOz/0OPX/77IE7NJF5aWmj/OHrKJoZhpfKqDWt1BK4ZotqYH0XhW+d4M029yGlL7D/P85ce0OqlrFhjK7ulaRYnoHTfHgNrbQZ09l906YLYkkcyKdK7lNZxgOMsnBJjG9saJUJ+3HA+8zofKiJceC3QOKV9dQN5bQD5/Et1r4OB5Ifhu4f1D45sSCBDbzntIR/U/HCwZhmyMVf65vOslu7QiWv70dzq/Ivfd7iC6XMwMmtDuJmSV8fbu3Fwoc9mXNeC+sutPzuJW1NMkSpVCVCs3vfRxdr6NrNZmTSgUyx4jM2TCuEofKKKdHrqf8ms+PVamELpelHlCpdPj9hvZ8FPLNhenn8b+juLFHWR5HBFVShkChKJmLUYSq13jrbyzg6jGmGjP2pQpTvywF0HwSkByO3Oer6Q2lluclUfCSDOUP44PaYBp17M4uulaj/V2PUf3KJfEsOl0wJrjJOepYDvvW9brcP6GPDqf+D5dU+PTHJHszZB7mGShmfDSDfXLjZh4/B7eXsY+exFYLFLZa8PYNCV6Pj+J397B7B+hiQYrNxRa6XclCDPETb2Xz2vqRp5j8wlX2PnOa+q+/MnAWQPNHnqawb6lc3cReu5UxPiYnJIszbLDJZjGQFPduvLzAsnG7e8Isyc+l8N1odkYqTeZLK4f5YibHpbTuaAP70DzR7XV8bPGdjmDDF6+ha5W0NkzKyhliqOhSOB0qOXUpmb/5di4e5+CpOSq/9Qrm+Az27vLgZjgU/0ja5/YPxIiIIvzsNHpnP+tvYH+lzBVrMWNjkvugdVaDaHie53n7R2H2w/EXQFUq6RirqCB04L09iZkkHPx86Yd74OUJxJkYP+r4DH51Q/qQVCZN4TYZ72h2Jp0vyQEv6X3z7zs8J5o/Lqyqg6YYgaG8SjJOabXffF/fDUsnXDNQaiLfjncwWr75Mf28HLWA8wofBhX+UE2TLHB2xA6buOv9HniHnp3Bt1o8+vO3hac/UpfyueHUIrHYPWnkPgkwhZrdw/fN16sXK6cgVLKXLx6e3KHtSWKU7/WpfuWSMCuqZdwbl0hYIMAhha+iglR5fOgkVEtw5RY+gVtSxZ/gjU4Uw8UbuHaH6MQCxFYYIUHs9m7u+txCbndZ+otPcPy3ltBLK2npCVUpS3bl1k5a0sL3esSPLKK+fiG9V7IRqeMzTPzLV9n+4acY+7XXhamUJCcBoy8u4w+aKfziw7GVdmtHlOVoQ9rY7Q66zPdgTRwlbndPArUJRDHktksdpOy8gRTT1UriB8ag6jWi2+tSB8c7yS1480rWvgSqC+Of5Hsk83egPEZyxkFOAehKGbo96i/cxJVLUqk0388w/7zTaSaptw63t58ZKNahm23syqp4AhCCjIXBHIxeDwoFUcTJd4eeIxf6lNKYngKX33iS+yWstxAMF+9YQSGSYPjkeJb1nouRDfQvB6nkGUKu1ULduJ3FXeJBQ0zGBHa/4xTKnaK4F1P8g4sZ/XqYYuoDPTQyEEp0oxV6YgytVagiaw7Rmwfae4Qkp+KlMQd3lB464m8fgnwgeEcpdUMp9bpS6hWl1IvhbxNKqd9WSl0O/49/OE0dknstXO8HXfIE5pDG5Rt/7/ukrACpj+PbbdRIXSzHblcOuDgQyzqZLD7nIib3TWGIvCsLg26ys6h6na0nRtBPnSNamJcJkbs+SRmXLwsTx47VYWOb6ORiFhRMAlYp3c+nh2pQLMDlmyltMYMXBpW37/egUMQ+9xhupCYKP/n8flaHc8z84kvE125k2bfeyalcGzsSQKxW5FCYZx5Cv/yWWJvp5pspDz0zzcTXV1CVMiSLI2xQbm0jLT6XjYkE3FUuGS65n4ydGrj2nUTXqoNQxdC8kf7JBpJAaun4hQQot7VDevh8VBAFZgxMjqf9HMh1yCl/XSwMBL+lUYPKQ5VLYAx2e0eKiiU1f3KGTjr3QpulwF0Bgueqx0bl/IfF+TRJSE9OYHd2B3JQsBZdrxGdPpmjGg9i6t7KxpLGhRJywr0Ul/dDXnjwcB45TXzztpyMl153D3jWu/DM7F6qUJRx2dgceE/JWk0s+tHn7zLypYui8NMsei8KPXjGyXN9Tw7h8Z0uZmFOlPzWDr4lbTx0GNFwP/OWP6T1gcz0FGZqIq2ndeR3PwL5MDD97/befzznYvw08CXv/VngS+H3D0feK8Y1DOfcB4896rrk/FEAH45n1CN1SdPPXZss1KTWdzLR8gpHaTWYwJJfNN0e4//sedwrb2KXV4QyWcxwShVFA1Ub9fFZ1KXrEMf4VkcCh0ntnVwquB4ZkaJbtQru7euoWk2yAQvFo2vRAEl1ze5UUYpY5eMPSmWKelg6XclLmDlGNDMtMQZrBc+PpO1J6djSekuyXZNFUC4hjKMYv7RK99SkYK1Kp7WFpK0aVa2gT58gWlyQ7yXxk2CZ5hdg6rYnhsC7kCRxSkWR3Dt5Z3k4IXmvabtCPxoN6Ve1IoHwoCDT06yUwt28I5t6LuMzf6ygj2NcpzOQF3CkzEzhW20xAK7eFFgjigYzhJNTzxIvLsQB3N6eKKx+H7PXkbIdYX65vX3MuNhp3onhIkp0S667j6fken2hIhqTJS4dgWcn7TONoFzDWQooDbeXBwPGMkj3HIvUsw2iG3VR4vl4QVQgC5qLxHeXJZu9N8jo8r0eamZKKNHJc5XGL84K3GY0eiLYsf1+Fkc5MjntaCTCHRxgN7eI79zFBlLAoU3+I4TdP4pA7g8Dvxx+/mXgz35od34vQdh3870ES73fNYklv79P9+wM+9/5MMs/fJqtH30qfZ63ViZ8qSSKMVinaQAzFIMawM7z7c0pYJ+cHJRz7123my4CFRWwt+6gx8fkzNbNLckQ1kKB83FYeErjDg5wna4EFR8+idveDjVuMi73Uf2OZ8eof+UK0bEpovnjmUeQZHIeMca+1cacfxjfahOvrEod+BAM9OMN9NiobJbWwoUrkuV5RIExdXyG0sW76Ilx7OZWqnhSy3t8FNeoiOveat3TkkyVpjb3V55D4np97PqmVC9N0vOHoaxk48vDRUrhWy309JQU/pqckLMUwjh7a9OzZtN2h78n+RIqKmTtPUqJ5MTWSxBFmEcekkcMH/ZCzvsEkhICrt3BTIyjSkXs5jb2rauYh0+lGzD9fjiBTNpk6jU5YGRqIhuLI0RplbLVfF9iXEoH2HG4LwHDTrwLtJFNMo7lhLJvf1zumZzBcNRz77H5uFBFNPuDTWFanE3XpqnX0OPjuGcfT0kSyTjZa7ck1hCeq7RCr+9g5mZQ7S52ZTXN05Cs9sI7QzEDHopP1+uhYm35/n1E8kExfQ98QSnlgX/svf8FYMZ7vwzgvV9WSh076otKqc8CnwUoUz3qkvfZonew4vPXJVH3+0mhgGqM4Hb3KDx/iajXp16I4MwJXA6aSCGFfJ13E5gHzpPGDhKrM88QKkoQK6mzfijSb3J1PsIGkpRFTiAoHUn2cN6C9LE8V09P4deGDmi4nzz/BurYFGt/6gyT/8fLuTFz9zye0rVaqKs30zboUiHLHYgtfnREDg5P2BUHWY6AKkTQcum1RJHUp08KuuViD/bqTZRWxEkbwlilkFIu6Jws9PciqcIwJsdwGgyo5SmsecXve33xvnb3JMkuoUySS3orlaRuUNzP7p0WJlPJQWShMbnsTjvYj+j2urz/1d5glu/A11UWjghjo4oF7PoGCePMf8fH4coSqjECe3spNTN5vt3by8oN34tLnovJQIg3hNLacrLb4XeQlsQIbTNjYzA3Tef4COVXbuA+8Tj+lTfvDcPmIBNViAQbD7Cl67YGN5pcYltitLhWC+U96g9ey0GIClOvSTLg4EBKIL7lUaMjQg+eGJfEr2TNDhVQS+53KI6kNLpSEqNmZgxih04O9zmqfx+BfFBL/zu8998G/CngryqlvvPdftF7/wve+6e9908XKH3AZtz3QYNW2TCMcw9rNxVrsbfv4p1PLTTf6wn0AemCTbIAB4PHOSxcaczISBbASZ8thbHUwhx6tIEZGZGqnvl2GjOwEJN7SHAuTPREwYbSuom7Hh2fwy6vQD8+7EIOS67t/TOzTP/LN7KDvAksI3NvC9T1+pixMczEWAaRAGpfLEddq8rZvOfPZnhr8uiogC6XsXeWJaCn1GAwMReUTc7XHZBEcaZFud4hkeheQ1CIxKqFbLEOKS01PAY5y9rthuqYUQTOpawSFRWCQupKyd9KJbUi09v0Y8xoI5sXuecexeNWUSQsoNLR62cwZuDTMUrgSTNzDLPfwe/uES9JNdOkfhGQGicqijK+/z0HLjuUBy1lHN5JdKWcwSftNmp7j/LtXYGeXr+UtVvdW00lp7Plj8pM6uoMzwkVZR6adz6ti59QU1NMv5xtAoknrxrhnIG1DUxDzr1IKnYmXs7RDTzCK+7HxHeX8C+/iXv97awdf0jygZS+934p/L8G/CvgWWBVKTUHEP5f+6CN/MCStxbeoyJwrZZY0klwL2TqDrxkl7jNY4dqjaiwaPAu5QsPB2n98hr28nXs1jZ2f18sxnxALnCM5RcnWYtJrRTvhUaX0Px6PcnYTao1Lq/K8/NZnvcS71Ba0tjV1y6k90rGUKChoxe+t1b6326n5QCSAJ/b3cOXC7KAen1YWh1wqe3unnD4RxsyTksroniUwGN5mMVMToR6NoWhBvhB7Hc4APguRUURdmPrUJGw4b4e+d1ClJ6klJ7iFfI2fNyXHIdeb6DAXVoyO8HBQ42Xw5btoEfqJsfCmQ6B2XUvOGiIP+57cqqUrlUk6TB26LkZosXj8nm++F74jhtmQt1DfBynGby+H4v1egQer0oldLWKHhFMX2kl50g7h7txO5S+iGVjvIc3nsbaul3Jj0jm0xFsOfmCGojR6VoV02gQnVhAT06kbUwYQ4O5NU4OOVldw7XbUgTO5+ptpYSN+5BL0p+FcDEAXQ1f8xHL+1b6SqmaUmok+Rn4k8AF4NeAnwiX/QTwbz5oIz+wfJAB1ZJhqZSCT5zHLB4nOjEvJ/wkQdqQgHXIklZKgj8uZ60MwTtpXZ7ks8C4OZQQlO+DNrjgiqdBsYlxXKeDrtdx2zvpYjfnH4ZHz+B2diUzNKGY3mec7M4Oulyi9x2Ph1T2oHBHG4JVHyVK43Z2BXIoFNO0flUsohbmUO0evtlKrVM9Npp9NSwAt7WT/mz3DoQvnh42EhTQzi5uc+twSYX8iWHp7+/jvc9MSW2je1jP9xUb8N2EfpdANwk2bIzUjM+djZAEchN8V6CfwxvrsHehrEVXykSnTgxatQMX6cG5k6sdkySSsbmDvX2XOJzfqytlmes5ZSRHWr4DTOadtL8ZjKRiIcO6hyx13+1KrGnIQ6LdkYD0uTOYyYmUwCCxocH+5xV4cvgOBPgm1PAZiI+EzSetuNoMiWm37uCTujdKScZ5SFrLz594dQ1drQoMpZRs4IkBFCi1h71Pn276eTHT07inzxMdnxts5x+SfBBLfwb4qlLqVeB54PPe+98Cfhb4PqXUZeD7wu9/dMVZwc/bHXjlEvH1m9g7S1LWN+cyK2PSg9HTr7ZasoC8S5kmaaZtjiHU+5OfJFo8TrQwL58Pu7P5wF5wo7M67+J1uN09ooV53MEB6vhMWHAed+UGvH0DPToitL37WSTpJlZA1WpEX5LTlnS5nEIILil1O/zVQjjY/OwZ0AEzDYwVf3cFtnZkA4xjzLkz2LX13EB5UZhGAsVmfAzTqAcPRg+4+D7uH21pJ7VbEujH2ftvcPcQd+OOUBPfiT1zhOQrcrpOl+RM1ZRhZK2UzwgWva5WBfd2ophVpSKMlmEYEg5BOGp7D7TGLq3Iea9HQSBpVmwwMHLF/8zxWXmXIbEw8Zxcsy1VQ5NNU6mMDfMO45EmFTqhNpPUoh/akBLP9+DTp7J2JZav0bg3L+NOzImHEWeK9dDzXEigDNVrAZljuTr16XeTjTdnmLl2m2jmGGqknv6996nzh+E7pTFTU/Kdg2YoPFjM+pWjbg/3U2klTDxtsqDt9jbq918lvruUVX79Q7T033cg13t/DfjYEX/fBP7DKpk5VKHwPYmShJ+0xr33aQp8EiXzTmqjm6kJ4uWV7KtRAVWpoBPM0NnBICBi5ZZ+5zXiHMc+yYgcoGH2B/Ftnyvi5p3HnDsDe02JLZRLokBjhVIKPT1JfHtJglTJOZz3EB/3g7ewjZmcoPWphyh/4VWBJxBK3EAhtuR7fXHt3a27aRapjEuf6MQx/P6BfL63jx2tHH6wMXjrpFDW9o5UFq1VsySp0NfoxIIolc2tweClHwqWK3VkUPydRJ9exF67mSriowKJR9ZNRxSOKkSoSjkksek0GzuhT6piQcr/+oAph6qLcp0bKM09EADUg0pd6vzL3+zyapp0NNiZwdowAhEWBAZMDJQcQQAQ2KfTlWuTImaReeexHMqATzaRYUokgB4fh2MTtKYNlUClVKWSsIa6Xcz0JPaVN+WM4qUVvHWHgshpmePYoVyWTKaUwoeCg/lgbzongpdlRhuoRh2/vQuNeoASofjC26izp+HuahZw907O7Q0H2wA5gyTxggXnH0iqM1Kt1SckA1OUQH+eCj6cxfuHIN+8tXfycj+F/y6sObe7l2a16o+dxxybzj4Mbrvr9bMCUQOcdicKsTFCNH98EDZQSpK+IHVBk3r4ecshZXpA6jUkgUFlpESD6vaxaxv4hTn85euCiZZKqJER7NIqulg4zEo4cjyE6imcb0/5i6+lVrx+6KSwao6CPrwTBW0tZmxUFkeAHfzWDqpQCIeD9FAvvZW6ycl3E+uPXl+qgBaLg4yGYA3Zu8vEt+8cZqskTJjk5/Bu3qu467elr7VqthiH4wP3UIC60ZD3ljsfIMXUtRQUU4UoUHCzoL+PY/leoYCeGAuU2yFFMGRJ6kfOoIpyUDcJn/6+HcsC3Kos8R0dCuKpSubJeeuyYnJptva7yAx1WYlwvEvLjyT04bzY9XVYWefY761mcyQcb2jmZojPzGFGG8RTcoC6KpcO9S9/+Iman83yWHKB95QumpI4MhaW3d0jvnkbu7+P6mYxs+afOI+/syKxtXzinRZmD0qJF5d4MEmgu1I5FDPz/Tg74c2Hs6mjCDM5gR4fFxpz9UNkLr5L+dZQ+veTd1AMqih1PXSxgGp1QhmDNmZiLFyghBuf1NgZuq87aKInxvB9UcqqXhtQSj4plxwySo9sVwhoJj+7dhszOZ5uEr7Xx95ewhybgpt3pf4/QZns72dWXLl0NPY4MB7h2ukp3P4+ulQSVtH0JP7arezgiCGRI+AKmMV57N6BBDSTpBhjpDxBYGcNpCMAACAASURBVBX5uB/q6eSUXq+fekx2awdVKmYKYyij+b7yPoL1gx0R5ezb7RQHPhRYvQebRBmNmT0m0FaIaZjRhsQ3rMUeNOXoyLBZK6NTpkzi3dm1dVEOQwlgw/BBZ6GBqpRp/7FHpWTyvQp+wQC8462VvI1KWdoZDitJ4ZAhbv/As+83bxKWSyESqz08I8HYM4qycPfd7l7mvRgjyvH4FHiPfuENWt/+CPrijTSJTwyPIcgrwFXxVF2UvVKBbaaOLmiX97iSszImxqErJ2VhDLrvj2TTqHotzF1hWKWB4wAn2a1tYV4NJGC6bENWKmU3+WYLu74uWcPvs47+B5FvHaX/PgMlaaZntyuslG4Xt7ufQRzei/UeJvyhAGJI2U68ADmAOeP3u24XffoEzEyhG3U5HGNIwaWFuSB1oe3mdrCoQv3wCUnWwjl8symc8MkJ1GgDVamI5dzpHiobcLjDHjM2hl1ZE+uvWMBt72BX1/Deh0NZ7MAiTsZJlUuStSmNJgli+nZbFk2hCNYSHZ/LsMwEK06uDZaa3dzOmDs5602PNjCNxtEZjHnl8gHEhnr4CdVyoL8IxDXw/ITa15VgtX7olLC9QuVI349TVz+p0Oj7vezErVCPyMwek7mUJPPlx3eINVW5soE/aFK5vY9qjBzyIOVLQxU8SRS/KCM9Po5vtiRoagIsUyykylR+l9wCZcw7KyelBbqKY4GsQv0laUv2XffMeXS1yv5jk/J3a4nmZtCbe1IPaGSE0m++EDbRmbRcdbrZapOeEmcWjhNtSImEZCyT2E7+DNtBiEsC1tHpk5Is12yBk+Bv7a31LJM5FwT227tSuqLRyM5cDhs73stZ1CEvIy8pPBTiWUmS3vuJN31Y8q2j9N/nbqqiggTcEgt3uHqnUmnAaRi/TNgHPrA6zPGZgfIKKc3y9hLu+i3s5pbwrguDTKBEASVi6jXxLsI1ZmYaVatiN7fRM9Np3RK/fyCMGKWyBJR3spiVlFZWhUiqYR40U9xRV6sC75gMYx/gqDdb0vZPPIqZnkw5/XpqUgpTVcskddRTFtARigklB5UMWLe5dqfwV37RpNZdDop5t97BUcMQFF+6SQ6xp9JNOP9ca1GFAqxtyvmv4XD1BOJTxSKqWiEtyRFgjYQB5ja2gsWqpaYMZPNsGKJMDoa5dA23un6o7o586NP/BwyHUCLBB4vW7eym0ITvxzmFKe1LgqP39xB9tlnlatwMMNfCdeblS/SfOkNhP+DZxmCPjYP3tB+dpfex03JtoYjvdFD1mtBLcwpVVSqgDfHN27C9N9RfoR7rkCGfisvyFuz+PvHNO1K5dmw0PRDHb23T/84nieaPD3jeqjGC29pGlUsBFhuct/HyKnl20JHvIbRFl0qY+TnZNHIlTv6w5FtH6b9PSQuqOY8+fYL+Z55EP3TqEL82VdL5zM2WWBCqEEnVwLvL6LmZXL17D4VCutATizfNzM1JGvhxHnvQlFKvoaCWXVmVe4+O4FbW0KcWsrZ7Jxz9vT3BJN9FQNtbBw+fwK6sCqYaLD27uzdQtCqvCM3EuCRfnZhH31nHrm/KZqMNBP52oiDtzq7QBVO8VQ8wP1RUwLdamPEx2ThyuLLd3j2agZQopny7jjj16h37HrD2tG5PUuc/J3Z9PWMHBUpuworxLvDmU4xcxksZg93elno5R7GPdLCSu10J+He7IYHriGKB4XpVLErAPvDo08J8RwUwEyVsbYa1a4He9OREhi3rXCA2yZPIc9bvJTkKMpCREI5IXHLdLuZrF6QGU7in2W3SPzFN4aBP6fo65vxZ/P4+dmsHF7zk9NjOQoRvt///9r401rKsOu9b+9zpTVWv5q7q6oGxA4YECDFTZKE4JBglxpEcCRTFKCIiiokUK5EiSKQMPyw5kZJYlhIcEg9YSrAxGUwQkUOwLctRDG6ggW6gobtpuqurusY3vzuevfJj7b3PPvuM97533723+35Sqe479wzrnLvP2muv4VtoPGTG+eVzEtsAUm5Qjo1x5jh0EjJCa6VHj7xaGDRJaKP5oStof/UpxHYiNS6i+MIm+HWvkGrrtVXQ+pr49k2GTnRqXWIjfpc4aww4xW6e7elTGD13LZ25swzkzg9cHrUiULeP9jd+AOoPhJPG7hNFqf9TxxvKWlvgEl+7kbZuh0NE919GdOUSGlcuJ77cYBAkqZ6GCmF3Twpc1tec0kEsjcWxtSPZL5unhV9kawtsuetzb9KzoAyvOV2/LYRtr37Y5S2n2T6zwU168Ar0s9cQ37wl/k0Dfd85sRabDZkAmy2pEvaDiyYwrc5uOkUW390CBcrOWcmBe8l8mWwLg7pW5gq4QjBrfVn20jxEkbPILTEZ7+wKjXW/n14RKTJ8M15hDuBS/3g4EsoPV0uhyv29Nu3z0gVE919OAschyaCZWKlhnn2jKfEpo6QwGIJtFTEkLuF6N1sf9GhUXHHqP1s7AZo0VWmvOcoaMCZOtvvIaTNuY+jVDqKvPwn1rafBWzuIT69I1o6hJ/drWXgwAF29DN7elVV416Mm9txQSV8KeWfU6mri3rnvIvQ73wgajgCbXqsI3SvriHf3U785NZqI7uyAeiOp49jcEJ4gf8WvGYh12tL3C9O8uFx881YyLmaApdKvABnfIUgJ0dLOLuIXXkR8647ZgVJ+xJTv1+TcW78ov+0NoqS9gWH9uvGLt4B2C9ED9yeViB58ha3WVkDnzgArHeiDLlSnjdFbXiuVuutrwGAoQcN728Bw4KiaHXNkCXg0lOrI/QMMf+Qh8NM/dNkk7iVyOycKiYcj6KeeBY+GaNx3SXL1e8LbT4d94NQ6KNaA1oiuXEpS1YyCdrGC0xuucQ2Phhm6huj+y2hcupCefMzvkGSbcPrzGMhkweQd73z4fejB0DGs2mwp3L5r/NkqednNpKDW14SqeE1y9KnRkONaTalktbnpVRkzg6GsEPumUYhdLYWKhJO4AeLYWcTc64tvOlKgtdWkWM4wgFp3kBQKcrLiqoDcq87UKKT2aTSAt70Rg3UzubTboBduJoV8a6ugr35XnlUUZak/mEG9gSj/h68Cu/vJ7xQnwVr3DE2atT48TIqrbt9F42vfkz4EpggQANpbCTW3Wl11sRJ9eh2jMyvSg3mU0E7bupF4by9b26Gk2CspGDQGZLMF/Lk3oPHwg4kb7wSxVPpVYAatrbkfVxove7QIgHvhUv56GD/3rjTk4FhL05DA6uE4RvzcNVEgL96SlQBRylIGqXT7xFiDmw3Et++ChwPobhfNbzxtOD1uSGs3ZTIe2m1RopY7Jc+94/l+AWB08zbogSuI/uQ78gLmuK4yUAowRFSjm7ckOwPyYowubIAGQ9fog23ap6sY1UKZvLICvnYDuttLKAyCzI/4hRtCGFZSgSp9Tr1UwXEsKr/TU7ia8Z+XCxBql5vNzNBXL4LOnhG+pLVV5+fm0VD6zx50Uy4AdfYM6KGr2dTGqsnKPO/4zl3o23ckC4g5cSl4z8Oej2MTVO+0Qc2mrKJs1o7t/Wqs8MTyj2DbXNZx77hAZaslWTcqO/HqgwNET9/AxT8wjV/iWIyVBy6DO00MXn05mazMJJhaRRNB39sCj0aIn3gSfCmhURADh1J5+ja2piwBnCeP2liHvnnbxd4aN7bQuHIZ0Zkzci+W06rXR2OvL03TmZOsHOue2txM6ngsYlOXY97F6P7LItefeS3w6LcRX38xndd/QnjpK/2SFLY60N0uuNeDWlmR4OMrH0TjFQ8lStn8yKpjrDyfM2c0QnTlPkkLU4To7GbGxULNBqILUu3HQ1kKc78v/B7uRKIULdTZTcTfezrJFrJWHoSjXO/ty4A9PJQiJhuMNXSupc/KBP30s9cQXbwg+fU5TcAzz+lAgqvx3XvC4b+x4az45vUtDB4+D3rdqyQLamfXNK5ILLH41h1ZLfT6CUup9Xf6ypCUnNt89rf7zUn8vsJjWftepkfhseH4sQqv18fuazdw9533iavL9nn1ZHQUy8Oh8LHv7QE3blVb96Hi3Np2jVTcxKyitCslmDCtDPHuPuKbt13VLDWbLiMldU/aKH9DNlg7p9ylempHiJb6ut1GfOcOuN1096XPnZIajVtbUH/0GA7+6p9116QwQMrsaBCo0QD1hqnvUgkVZrLTh4fyzyrxVlNcPNs7spq3sbutHYxeuC7xF78fgmbQQU+K1zpt4P5LST8AwHW288Gakz4HcQze2pGJ59HHvfiVfYeXgdzpYgwloNpt0KXzQrR09x70E09C37iJ4RtMhoHpKQqS1mkpZsR+H6MLp4CL5wzl8iBbTt9qgU+to3H5PqjN02hcPJ9xEwEm1dPIrm/elgnIy+phw7kf7+6nfMbOx2pfYr+ApGCgSVBQgQ8PJSOn5RW5FLiHrC9cdSQ3O97eTs7XbKD19C1wJBkVGV4bInFveEyJALwAYtLhKzp/FrhyMVgJGYsyzG0PGoXXhnlWlbAWv+dDPvXMAdZfGADP33AtCO2+CWkeJ81ShlLpyYNBbRcKYAyEXl/81L2+BHZrpFVG589K/vzIkPqZ1YKTbTjM0AJY92VVhyjbxIWaDZm841j+DzJaKIqg3viIc5MwM7ihpA5GKUQXL2Dtf35Vit1spW0wcajVVahWUwwmkzkFiJGWWuEA8rdRrI4KYWcXox+YymvX4FwJ3Ure7d3bQvdV5wxFBYQCY8fLGiriP4pjFxyPd3YdOSIgaaPRhfOS5HCCeOkr/SNGxTnW0M9fT2VG6MEQ6o8ekx0MtQJbrhEPrm/tM8+ZMvP9tNIFQETQzzyH0c3bkrJ5d0tYJEOCLS8oqHs9Ya7U6RdTbUiRjlvCmgnJVbaaTlCF2Rh+ylvLFNBonSjBEmVoVxIpfh+WfHS9IRS6HKkky8JvXMGc7njlNeX2M1AAYPTiTcTfeUpeuJCh0GT+2HvIvcc6mDS9VxHou89i74E2Rm98ZZr/xSpzr3EPNRpuHx4MMmOj9FqdtijXvT0JtHe7WaXjZ4XYFVNH+PytK0gfHjr3BwDwcJidePzK4oJJydIiOC4cm7UTBpYhWW368e8DxpDh4Qi6FYF7PfDePnBeOlPRaiexwFNFYyT1D8zSeepUuho2E+y3LVNNUNrsBACSWmx7+eo4uQebR2/dRmc2sfKDLejXPQzqDcHNKGVcFRXs6cFQrHzTkN2ljTIj3t3F6ObtLJf+lPHSV/pHBBs2Q8c0qKJ0GhsgKYaaM5kmANB44a4o0L29LB0wvJxzMyB4NBQyssC/S0H7xOQPckFEvb8vy0c7GWixtJKL2WuU8aKTWT73XBqi7vaqLVCvaQk1W0nlo5F1651XMdxsgzod10EqA5NfXViZnNo3vV380MO0sp+EbynIqa5zbQvLyXP+Sz+E6gXK0/rbAZmYbfDVMqqGgekKUMNY05rdyqnyd9WxcCAZAjArh+2fC6CQYiKM+2S+juMksGn4pVKTduaApMqaFKH53B1pntPtQT/5tPTt3T9wZGqZMWHGPI9GoGE2TuZWh8ExSZGaQuPSReh720KiZuIWqtWUVa7115tzxOdPgVdaiPZ6wL1t0H43fwwH90iGfDA1FuuMyym6e47aOeulD9ZCQBVrYTMcxeDT64i/+3RmPz0Ypgc5a1k6u2rK2FkUPqL1NdNcI3LsjKk0QRWlLWHzgvnNIWwWkO52ZQLoFRTTuGrNcmVq+9u6TI4YlX59AKZC2HScMkVM0TPXsXmtCf3gJejdPefeyLt2IQGVC8o1Qa2mTEQh/bTyiMEmyNxxmJCgz8Yphg9fROP2HnRwj+l70wCb1FJCOoBc51o2jZKUkNTdyemMlhqLwkjJ1nfPGqAmgLSCdIyaeTUORbJ5QVx3HluUlfMco0sXRaE3EvZRNCLoF2/CZsHpO/fMqb1z+5dstqSWodMB3fQIAMsmba/eQ/f75nrictR9E8heWcnSMDBDbe2D+sPE3TTyJurw2v4mnT8WXWquFyyuOtdxYWnp14DtdhS/cAOj6zfAzzyX4d7Js4TsKkFOkljzPng0MgqMk85JIXyeeFNs4qwoE+RyvXGBZBA5X2OwzK94ed192z6xjt645MW39QNxYNHoGLhwVlIxv/0MAGQ7g+XJkMq/9/z0Nmc7NwspKGSa1FqqonMo+k4Rosv3ofHUdaHDCOMnvlw2/91O3mPKSp2OU/h6r8Q9ENY5rK26AKu1RDNZQxmFr8qVUDCmUj2Nc2SJb92GunDOZXiBFHhnT2ghzDuj9/elU1VP3DiZ89gq55UVyTyy+/iFUBk3lSen+V6trEC6vBmeKJ3/29P+oct8wtnNZPK0KDIScrZTsyXZegcHy+yduYTNLhgkQTjd66W4d4rg8rNLlEhCETuUQOz2NtT6WjpTgtkReAGSKeTzfsiJlMdqGLgVqkjW/Ht1KwGdakOX+T7vcLOsVmtrSQk8kVhF97aBVz3guiJlrKS8dEXHy+M948pmHjadskJRFaGOtV30fRxL9WgcI37muWL3jrGAHbOox4tTF2wa3LtVT4FP2bd8OZa+tWp9zWWKASh+pt5YqBw/RCmSOI4lqB8+A4vRD5+HOrWROoXeMnxSnbaZCHahNjbE7eKNf7fqiyJJGMhQcigv84vcqtP9D0gQeGNDiAGt374p9M0u48ibqLk/AC6ek3Tj/sDEQWqozxwDpLDY74RQKTUR/SoR3SKix71tZ4noi0T0ffP/GbOdiOiXiOgpIvomEb1lmsKfCGzXHb/Ppq8YgkBjCoZh0pWC2/09ZFL1SCUpjW5bYIHbrj3eOa1l5Rga7fZ2O8nMMIHcWv7qPOuqdIkvSlatropf1rNg9PUXwd0e8PTzcq8F/nx3XZspZJVRYCWHDJQp+NlFE1r61G5PNGE4yoX1Nag3vjaTW+43twd5XDjGpz9O4xY2rsT4zl3D7phzXHgPOgbv7jmfu01nTLXvnJQIzJyLbNcsQyGdh8Z9l2T/9VUnFyLlahXie1ugN/8pqVBuNQHbb8C/XBy7e85kFYUFhPaZ22tBjLh4d9e9oxJXY9iGPslvZSaYdgv6e8+I8WVdqXmB+pLn4+9HzZa4ppr5BWzTRB1L/9cBvDfY9jEAX2Lm1wD4kvkbkAbprzH/PgLgE8cj5gyhY+GsURGi+y4hOn9OqvosSpSD39cWQKHSjM6eEQretTW3b2gNhH5GHg6S0niTJWNXB34AzeXYWznCAFcJXGNte0zektkJKNd0vnZvP7V5GnTlUtL718upd8/F/9/y6+dYicpUsebCymrlmQAURVLpGfDtpPYpaTBPUQR9dwvqzk6QcaKMCyFJDwR8n+942UbC5yQJBWT7N5fBTqYrHWjLBmndIN7vxWO4/4q+49EoMUpyzqW3ttF4+EGhQDDHctcQ1Flqg29+X4L+u/uAnTy8a0Sbm+IOvXjBuKqMclbeWPLHVXBf9v4bF8+bKlnDKhqpNLeTfS6jkQSXh0PozY161BRyobTsNvY0HIjrKmyNegKoVPrM/IcAwlZJ7wfwKfP5UwB+ytv+Gyz4YwCbtkn6IsP6kEfXXsDo1h3EO7tZpeBbEwaOmdN8l0rxslCRpGru7LoWg0LfECi8FE83Gx4RQ0DVaEDZpaotfzerj3Smz3jL0aRRhHI52IWK37cWXRm8edEaDeDmHahT6/Icmo30s/BXF3ay8kndvJfVFdgUZYT491HnfsNTVGVklO1D0uuA7ruQWc04bhz7/Lz4Tu64qJLBKExa6WB0/cV0llZGLkr/PipZdSSMn+Z5Wss//I3r+PVhVjsVz1D3ehg994LQhHjH+vKBDUV4p+1ok/394u1tROfOIr59N63gray+sjXvj18jw371eL+f8P4DjmRPrSU9Lrg/AG8L2Rqeelbcu1XjKy8+AkwUwzlOTOrTv8TMNwDA/H/RbL8fwPPeftfMtgyI6CNE9CgRPTpE/fzkE4dRHm7A2LRHa4n7Ay4YvDwaASsddw72GplnrmGsPxuoDF0DqcFDJg3M9l4djaSIKrItCgdZ5elb7GXwFLDzvVvKXJvVUaJwVaedWaXw7h7QbEh1ry3YKSqcsorfutXCpW/4ghfA72w0CVLdynIvkP+dEID1EW9t57r0fOZFNyFbJTmmrLYCGkC51ekC+tL2T9nKceti8sZWykgY18XlT9A5SQsW0aWLCKvMXVGUGXfRg1ddnwH2XGIAZNV97qy4d7Tph+tnDVnDwvSJdumpgbspvntP9oljCeiOhPQuOrsp3cUODtz7o/f3JX4wiqXD2epqfd98zio5lfZ9whPAcQdy86TPHTnM/Elmfiszv7WJEmqAWcP6PU3JdHTmTNrKd4HDHGVEBJg8avcj5/hZqSVWRXRq3XVVCsvOk89a+Lg3TyeWo71co+F6eKZkUFH+srcMZj+10klbp0XHG34gfXiYrBLsLXZ74IPDVAA3lfFkjk/FDWxmSaA4hIwuZ9j6S/iC4GFtmJe0yGWiinz+lmen0xK3g+d+k6/TPnTrA3cGRUWgPLyWH9AszdEHnPVLpzZSjJVhzYk21M7paxVYrGXXKokd8d4+8LY3plY4aqWTWqnpm7clD99SLaQmI5NkcNh1XDupy0eRSRjw3Kt2zNhA7tqqmTzOOFeiUIgr4TMK3KnUaKJx6aIj0svElfJ+O7vSdn0iDLVys5VQd5e506aESZX+Teu2Mf8brlBcA/CAt99VANcnF28OQFJZyKOhMBHGsfio/UFol8c5Px4fmNQuRcKqGLiF7IDW3R50tweVl7Jp5HDnHEkJvvXHqk5H0twGQ0Brp5RUp+NerFRgqs4gMwM07NdbdLwrQrGrGl8JKRL+8R15kVSrmbHiHTGXdSVZmYNnoPMqT428lk20MBhdB178o0iRFipYlrRb7OxL8xnPgk+4/hPZrS85lX1TN95iYgFqZaWWS8pa+ry7FxQ66dTxuf153Zc1JyRbAVtwL7rbhXriB0JbYk9tU5uNopSVrOGpb7Uyz1xv70g/5osX0vEfez+ZYG7Q7zeOEV04h5HpCGeLERFk7aSekzlPvLuf7jcduM/867LmxLWXF6+bgZtnUqX/OQAfMp8/BOB3vO0/Y7J43g5gx7qBFhrmJdHbO9DdHuI7d7J+2AJXBTUaMlhi05YtbKembbBVuhTJkjMIFIYZP5qT7BgVuc+q04YeDN3fthvQRIEi579XpsF7zQBjo5m5HhEBUYTovotSJTwYpl4Ce0/usy0+yyl+KQxYspbr2MyYKsu3DgqyKgq7SKnI8aikMkrs8t4oQrsCUBsbsE12xnVFuVWE1vV+X7vaGAyTVFEbD/KovLksNlB3Eq24j+j8ecnD9/czK1wAbkXo2kkOTJKCC66a5i+nTwkledGkl1ohpw0ejmPEt27Le2wZcuNYSN8sA6y3WrGFVGCWHrlBfUPZuHQWvrc6UKurhoytOX/uHSL6NID/B+ARIrpGRB8G8AsA3kNE3wfwHvM3AHwBwDMAngLwHwH87FSkPmlYvnxb6o/gpS7Jc7YshXa/TEtFFSwRYZbY4dLRs14pilymjw3E6W5PmANbzSQVDJ6PdswX1h3fbGRkzoMldkvFOux3sQb6fcQ3XkwUTrhi8C0xu1LIea7qzBnD15/lWLdKotDdNg78TKDwK09BpaClibfe2kp+cydfUmBnJzXrQshkutRJ4TOxAVcFXhPc6ydVpVEEKAk++3Ie2d0QZL6EoHXhqScvT1/f205lzUSmmY7eP3AZVSmfeLMh9zIcSBqlPyEUrWa9MeFy8w1fP8fajR9aX3M9Etw7ORiCuz1ph6mC3hK2WDK8pnFz2sp2+5upTsexflb2rJ4CKmkYmPmDBV/9eM6+DOCjRxVqrkDKWQM8GCDa2EiqQkM/XrgsNst9ipTQGOS8BBzHiM6ekfS0u/dE4VcMAo5j8KGkP7JmCVoROdY/ajQdFUIhrUHhydP3lAo+l5zHvZj+edxnoZGNHryK+DnbOD19LlfNG2ZdBNDbO9l4gNk/1ePgKC9SGDgPEUWF5Gj68BBqfU2oivMC+zarSBEQA7S2iqgTp6l561juLi1X1/Tp2yAomYnCNA/v9dPHR5F0hco7fpxnWrLv6IfX0HjgCti7Z7W+hnjb/H4kfvXo3FlxdzYaUudBCmBh8aSVFeidXYltebUzYqQUTFzeNh6NEG1sIN7bS/pYm+egczrMqVYTamMdo1t30HjgCsgyowIpaz73UcSymlMrHcSm8c4ssazIrYAEEyXyH50+JQ1KrlzyyLMCCyOAaxnn0eqmzh9FiLd2MLpxU2gPwopat6Nn5bgAYbL8tdS6KSoEZ/HmZMGUgU3ev+lg5W8vPI+1EPM6JbXbYGbwva1C/7NLIbSujuCe3X6jYb6VHcYrJrXyXSZV8fFlKx+1ugpaW8tXAp7fmRoNiUEMR5nCo3pyKmeQ5FFxZ4Vm5260mTW20Y4fXC4cf+O6dsrkYe0a6rhNnpVvc+jZNpbv9lI01TwcIb59RxrQbJ5OkxEWXTcnBTW2Ky1DG1HV/F0fHErs7ObtoP6F81eFJglEnVoHNEuqt6OfbiUrj3lz77zcwaORc7fEu/vCqf/stQxNQlnubVjdl/kOSBS47RiV2dGzihuNDGOn7nZdb1U/39j9PVb2hQxEl/vty1NBrZz3HKjZkIYhNZRbYj0VLNHLXCD+CzSppX/EFQIPBtB372UVSGpCShqv636/nKe+SEzDzOriGHWP89xBNiUSQPK76vrnKkTFqiDakOImeAaF9ARIfPq2DiXeNQ2Bgmya6MJ5oNVEfO16qrOWc/GFyBhbxs8e0CPzYOjx93i/n1JStNcRAybPvZj3HKxRZ40VOy6cW2eBsndePrCWMpAo5uEg3QFLRdnga+ocXo5uJisgCey57yqKN4Sz3jbBSJSw7vfzCc/GgQtcNeEyWOpSwYb89gbx7j5oY8Nx6Zf6XG3Q05MltUuzFmPYpwAAGkFJREFUVZ6tclwvUNl5ypbyoxHo9KlsQxN/MjJkYTwYlFaulsEqOT0Y1mqeksRqGumVX17F6FGeoT2+ZPzGe3toPHDV0Rk4Ef3gfRwnVMdWMQeTG5ueEnzYxbjg0QhqfV36SgdEgX7vDLd/HIsLamsn73SFqyObveOuccIKPg9LpV8F38JutaDW1zMskarVhN8vMznAnzAK0gj9dD4gn2TMnsvJlLAkpvbNS/sb1xdrjk/512seU/r13h7ie1siUh6/S8qXX0xJ4ALFZb1+p40iy9r4yeObt7L7BIqQFJnU2jFXYfZ0ddI0c67Pg0GSUgkUTtRHRsX5Rs9fS8Ux1NnN5FmoyFTJDqWJ0d5epg2kBKSHiF71kLhfTRwiFdcJ4ceqNEuPC69Vom2iwsNB5jfhwUACuZamIyyGK7pfe05fP9ixcMJtEi2WSr8KVgmxVLrqvT2T9pa4VwoDM76P0p6rCNZC0nGxz9r7nPIrW8Xuv8x5x9WBHZA2pXIcn2OZH5wZan09O/l5fu5a8hLlNqOZC1hfeVt61xbHP8QCdM3Hy1aJBRCL3fPJV/1GNtDp5+G73zpt0U4bljHTH+e8f5AioLMN2TmOs03jAdhm7fq5F9yzkBOVjJ88Qyq835DKw17OsMZSpMr5n8Lz++PbBdM9QsEZWP5LpV+FQNlay9ynVc3lDgdSvtPMufxzhhkzddkW83yCRYNoHIsiPF+dgVkSALWTHpmXoLjauM51VLE1d1JWU9kzVpFQFw+y1mISWKdUxshEMJZjYQyoQOZc9lb/uYWpplOA7nbFZ+8rXFebYZ6PaTIixWvd1HOiKBKCtv0D6Q0dGl1FrsNACVOjmbDc+sfkrLZdzYux9DMc/3ngpH2n4+sHTpxgLcRS6Y8LM0P71ME8GuYv1VyAt/wxU7ttCjXG4D0p8XsXyj0Oxs2CKXJfwdyfaW2XWtrmoep6ZS/MrP2lVrEOhmn+97z9lFmxGL6kibI4xg1ch/vmZDtl+GSm4YJgltoA/7f0fd4kTdh5MHRU4X6arrhgpB9A7TqUHAOJh4OEGsVNgKrQAlerq5LDv75We3LkkecVCPizltk78wwvY4SaLVm+h5kZeQMldF0UZfcMBgm5U1VqpR0k0/LFhpcbxxItCFZzv+/lqJs4R+iG8uMRs1bek4IMZUe3W+wmsffm/MheIH+c+/ZoK8axHFNEcnby9Z65z0QpB5SP3YkR3msOdYLtecyhgjWrvejMaZHX73aVJ2eekZGXXGF+vzxIS8U+eGcX+qA7HtkaIL9XXjbXMntnjmEUrQR5OO1XLsvMaSZc34U/rm9p1KFdPbGAJdebiHyUBI4tZ7n8EVIs1EsVdGmpRS/3rBFFWcWZA6EVEJ6YOvuHcFW1dTjd3UE549BrFu6fN4UJsovkuBLZwrRenyhQxwkTqMl2yshMCnxwKC0H/XaJeWPDGmU+DNFh6GIrmqx1vy9+faWg1laKU4bDTe22jHvbM3gOMB9SzDvCYNdwkN8qrSzbpOr8Feep9d1xIO9FrZuymeMuAOBI5bjXT17AkJ+n5orCpZAWxUfy5DpuFJ2TWQyCTtu85MF+nqKId3dFIShKaIXHgHUfTRJ4TWVPBU3QM5TedlU2yXOsEZR3CAKj+uAwuW7BeWwCRWris2Mj7KCWyRaTTCZqNJOVhB2/OS4ttbIiDKXdbjk/UQDLEpqRcwZuHYul0q8LSv9gqYbGJTO42tiotJRzycUWEUGjF/fRFCGlXDwhyrpy1UXe8dOYJEsCuU4Jqxxl5StXuwIs8SGXYpIiKgryxa0VrQJL1/f9TyvDJDznIKi01p6MRYaIWaWkEgNCl2rR9XwDJW8lEeyvu13Et+9Ix66wxWnRNSDvtoz9YTZmNyM35ktA05wAfOtV5ZBtlRCuOYul7PR1C6DmGXlLaA+uyXreYCdK8+mM4RbIyDBLGCXKB4copAOwUKZ/8XCA6NSpsSc8lyY8zj1z0sc2o9gtQleOnaSP89nm3Gvsp2zmyF14fFE9hJcpVQjTtrDOvamVFajN08KphHFWpkM3Fhw53ozdkEulXxdWWZlii9QPV5ThYJRAaSNvILOKmCkmfblL5GbNwg1U1BYwzworejmKLL85AUWRdF2qINVSKx3XfyDe25v4uY+V428tfT+LKkSeEj3uyTTv2lVFamEQtOhc4WqzTP4xDS0+7Io/vy5UBGq1xN1n+0L78qiSWo4pYqn0J4U3kJIGINmXyDW5KHlxbPck1enM3lqdhkI1XPe5lbj2skUFaeFL4TdJmTcQSVEWKekEVbaroWqIbMByzJc/xT1fF35gviwucRIIlLHP6e9QpOj97/MmjzpW/rjiGrZcfdBN0myroKXjHg+GSRFd5vuTX+HX4dP/VSK6RUSPe9v+ORG9QESPmX/v8777OBE9RURPEtFfnpbgJwp/AOUpnZBx00OtRtujEbjfF2K3Gcz8aWGCpf0kx4WwfOOqYLgVTQh+aqo7VUmO/6zBLM1y9vYqg7P69l3T0m+U2xay8lKGOnus38g+Z6cYVWJt+uP7pODJ7jiIfJSOKRNkzsssGqd2oSao2RAOqZb0x631eynh0qfVleT+5mCVWsfS/3UA783Z/m+Z+U3m3xcAgIheD+ADAH7EHPPviWhO39AJoCLTcDm9pC5s8g0Y4qgK2oDQv1p0rjkYMIUokc1lLQzL6SpS56oK4s0pXMFQVQoqSUk/tJYmIONa+nn9liuF40yv2Qx1xxiMnUeGv1pu1nhmbmcvWBv2bS5qO3kM7050dlNqTuoaZ7bFYqyl7eMYHeimiUqlz8x/COBezfO9H8BvMnOfmX8A6aD1o0eQb35g/fmmEjCFkqpb4VipaJoQKreyfP6TxDFdz7q3OC7uyuQoccP4RrD/sbRBnBaM9cmxLo5fGKiNdfH1Nk2bvnEnMru6HDPrK5XTbmX2MSOlNFZPAbtKCbcBU8s24uEI8b1tU41bjyTPNmgn2wvgBHiN6uAoPv2/R0TfNO6fM2bb/QCe9/a5ZrZlQEQfIaJHiejRIernvc4EflZJ+GMTmfS7vGbdlC5IKkBpwVFwvqkjzG+ui4oXzW81mXtZr0lGbhHRIsAE7tXm6fIXnMhNcnp/f6L0y6SJz5jH+imaecpzRnAtBceF7RkxZfBoKC0USUk8plk+qQNm1Wd6Sehu70TI7Opg0qf1CQCvAvAmADcA/GuzPU9L5L65zPxJZn4rM7+1ifErEmeCQiu1pORelzTztruVFRzVuP6xIiiFPw7Y+y90cxG5Xqi1rjlpSucJgXu9ckXkpUlG58+jFnlXeAprGU/yG/mGi58Pf9Lwffq2ZqAuzOo6Q3Y4pZiEWlmRBir9ftKyswqkYEkGo/Pn5maCnUgKZr7JzDEza0gDdOvCuQbgAW/XqwCuH03EOQIRVKeT7poFlFrzY/PSV1x/IUHKZT8UZu/UWBE5lCmoWa4OTEokhsMs10q4a6cDaIbe3XWKYSz43dHGkjH4DcoyZqaNVEHUBKsO1pmK97FoKcaArcSVjmU1ZWUNNJvQu3uIb92RlcIcYCJtRESXvT//GgCb2fM5AB8gojYRvQLAawB85WgizhGYpWtV2BS7YtlWm5ypxvWn/lJOxR86gOvCVbRaGgzmZvl7VHCs661aTEelya5hApiTBF7L8txnBdbjK+y8bLm6BV7AWPdNUSQ9rO3vVYuaREkiR0catehQb8wIleYVEX0awLsBnCeiawD+GYB3E9GbIK6bZwH8HQBg5ieI6DMAvg1gBOCjzLz4b7Jf4adjMFOKs4RaLXC3pGXbcVY0TtuSPe7qS3gxi5KOU7JUn/NAbRWYJcDq954tgtZJWuckHPZ1qpdzj6tHH3DSoHZ7ol7B+SerOYb96t2qU7bboJUVWaHt7QFoVRtzOjb8Pg2otVWJ38wBKpU+M38wZ/OvlOz/8wB+/ihCzTNUpwOOg2VlWSBOSwrfsSuzKShnANOx9DVDrZiGFQXP4aVi5dulP0Wq9DfXW9vi1lEKiCZYDaro6Fb+PCH8/Y8yvuseN841bAba4aEUZ9Wx2olAKyuId3ehOp2kGnrGmI/IwqKAOSFa84NQJamIGUKo40DeYJ1Rv806oDzyMR+soTrtuc6/rwWy7f2alTQMzAx1ZlOOqVoV5F3K59M/TsxoUqC11bSra1JaikmopjMnyT+HTT2uTZBICtzrS5cw5rlQ+MBS6ddDkNcs1ZBJEUgZH4dqNav5UY5DWU+r2cU4KOPfqVBsLwlL32Sg8GhUGZhW7bY0WxkMk5z7cXCU6s55yX7yr9Vo1KM2mDaKFL4pbNPdLvThYb1YjJY0ZR4MQFGUSQCZFZZKf1z4RSAG8e5+iXWgj1+h5VkoVeRSdXGUl74oSDsaCfFU2aRQVtW8KDDZO0RUXYhjrEVqNiYL5rpuW2O6eKblFhwTYUUxH3ZLYj71J6kjv2tF75DpSRydP4/SPs2heK2W/Ftbgx6Dh3+aWCr9uvC5SYIUO9VqFr5IqaKTaSq14zr3NBSCiqB7/VKXx1gpm/MKZrBmQ6Fb/WrxYCCTnd/ub8zrLSoyrg6ts3UcddhnM3QLE66A8o4Jt2kNPjysJNPzj+fhSFa5/f7cjPGl0q8Dn2TNUi549KhlyuzE0rSOSwFMi2VTmerkIrpkPaMCoeMGa7nfqhfcPg9FExVnTYpKmu+TkCXHcEJexXZVdk3OfVTGj6rgOHyC8yiC7vclU6/u+Vn6H3McS0XuOFQTU8RS6deBbdtm/2U4x0uW2H7j6peCUpsA1oKjVqv4GUzakm/eUDe4SgQeDBGd2Sx1exXC5OlP4hqatDbg2BAaToBwEAHp98yirB9tsO9EcQHfqCt5R6PTp4BIOR99HdgVDcfx1ArHxsVS6deFPyhSlYRxtfVksQBKbRoKwVpwhcHcE+JPqY0jcCCp1VWTiVThnzZdlPTu3kRZHdZ3PYmSKz3mJMZojuFEdgIz75Z7pyw9Q90q7EliHKnOYcW0zHr/AGxqK+o+d2q2QI2muITmZIzPhxSLAuas1WGYFQsHZRlV8hziSBkURRQLdiIpCrLpWDKg5mUlVFWlWiInxzH04WGxC8Ceuym1G6k2kmOgdNVUdWyZxXnEytVasKsh/7ztdhKEtemNZe6dAsu8tgEG5J87ZCA156JWS1IvRyMzOdWcXFiDWk3wYDg3GWpLpT8O8lg2qw6xbHzTVvzzMLGUZO+UgkiqU+fhHiwmUagmcEftdnmVLTNg/LtOiZjja4s3GOS7GquOi+OkQX3tg6ZA1RDIzQcH460yrbEVGGFlVB/h8bnPnShpLOOt6vXBobhoiOqzohKlCrmWgdxFgx0EGYIqVf1jFjV2sDgOC/e4reRjfMmp2aq0csbq9TptVBGgVZCcqZVOtVW30hErfzCQ1dWYqZSWr38syxZILOxxFPkJpHnqbjf9zKoyd6wb6Ah+cunmFnAkWQbUYFJSHUMT0WxKFXUtwjUW///KCmzL0HnAUunXgc8bEy4nFUEX8e6YQq5jD+BMcfA4WY/xJefRUIK5vmXl38McVSsCqK53KFntURRJ3UbhDnLvvLObNMyewAK0aYNju4Z82cfIQjnWMZdzLtcr2L+mu3aOmjKrnNzJdVxZiyYVP0A8HEGtrIjFP6j/Tqt2G/rg0JxyPtyXS6VfB/ZFIZKle5AtQI1mvvUXxgCKBmNm9VAxoKbpd51CTYFwjgzTlk7oO52HakwfR8ibV52S/hBmQtH9voynCZf8qR6801TIVaueSRFOrCrHsreultwGRQX1L2OsSqjRNFljnhpMZemlz6N7fSm+q1s9TEk6rlpdnYhuYxpYKv0xkSFacumYBZ2zTJ7uWNWyNX2SmWPGqFwsvHR8hPTSkmtYatr8IhghKJuKC2EaCqtk8qZmA4iiYsXvFJq8emRpOsa9d1PXULvxTBFy3JWFfx+nYRH64vNqXWzmTp6lb+sh8gLadeRk9sa6ly7M+U2PLD14dN9FoWSoY+kzg4gQnT4lOf5VvbJPCEulPy7CAVXm37UDyyrkXIVH9fyDOeeuta3Od6n9jpAvX6AgOI7Tk0kmY0KLq+M4UZJ6VwuTPEtSUnl8cFhME2zGgmo1oXf2wMNR2mqvicJCtyqE4zW8l9B15bs1j2tSNgo7hZBszZsccxWssfRz6TuKVsI572rSdjIptsxrfKTW1uR6+weye51MHGPpc7crlbk1qRumjaXSrwN/qRcOflt9WaC4VeAOysAGjo4TR7HIbPrpJMt6zw2WiX00msXnY4beP6jfBeqkcsnHPUSR646kOuWl+rSxIasbVdJnoAQ8HKUUVT0Bx8/2ObE02jAjxqVr6vx4j504wjajRSve8D0LV+FOjjj532euZQY1G5Kr3+/XDuTKf1yqI04alVIQ0QNE9PtE9B0ieoKI/r7ZfpaIvkhE3zf/nzHbiYh+iYieMo3T3zLtm5g6/IGUYynR6kqh4nY8LFUvz3EosqNatyHGPU+BLxTMEtAuSskjgtrYqK+Q6sh11GcwwfE2HZJMyX4G3u+jt3dAHQnyqfX1yX5/d776z0382GPe27QUv3fPutsrvo+ieJnNRKry6RfQjuda6/ZatkmSzRJqNcWf32pKGnbdZ65Z0njnJHMHqGfpjwD8Q2Z+HYC3A/goEb0ewMcAfImZXwPgS+ZvAPgJSJvE1wD4CKSJ+ksHgXKnRkMYAgt+VLc0LXLjHKeiPoZzHKki195f8JJSo1GZtsnd7txYQkeCCfTl+6GT3yc6fxZothCdOztRRyV1an2y37uid++JIVwJNr24RvhOFClYnXXD5F+r4Hjrv/efh62wD97zeHdf+iQcHoorsu6zNxxL85K5A9RQ+sx8g5m/Zj7vAfgOgPsBvB/Ap8xunwLwU+bz+wH8Bgv+GMBm0FN38eAPwsCy4NGotFhDlo8TdDgqk6UoNlB13DgoWibXySyyS2O7qcr/eVwvxKyVGbMEWGtUbOrdPfDBgbAvThDg455k/4yb6sr9/sm5bMpQNrbqylfTXeWC3WH2GFE2C8duC+SLTp9Keh8Pa/rmiaQKXbP0yi1Z6Z4kxsoXI6KHAbwZwJcBXGLmG4BMDER00ex2P4DnvcOumW03gnN9BLISAID+/+HPPo55BRd8tujiPIA7lcdO8n3d/Se/Tlp2P6ss75iy68QFnzk4bx5KWgxXIJF/DnQZBqi+VwAQ47543NQ7XjCb+55c9jx5i2LZZfdWd3wOc787D86Rv+h693LOVwUGUMfeG//385/9Q+MeXFvpE9E6gP8K4OeYebfER5X3Rea2mPmTAD5pzv0oM7+1rizzhkWWf5FlBxZb/qXss8Miy39U2Ws5UYmoCVH4/5mZ/5vZfNO6bcz/t8z2awAe8A6/CuD6pAIuscQSSyxxfKiTvUMAfgXAd5j533hffQ7Ah8znDwH4HW/7z5gsnrcD2LFuoCWWWGKJJWaLOu6ddwH4mwC+RUSPmW3/GMAvAPgMEX0YwHMA/rr57gsA3gfgKQCHAP5WjWt8chyh5xCLLP8iyw4stvxL2WeHRZb/SLLTPKUSLbHEEkssMV28BBKjl1hiiSWWqIul0l9iiSWWeBlh5kqfiN5LRE8a2oaPVR9xsiCiXyWiW0T0uLdtISgoFp1Cg4g6RPQVIvqGkf9fmO2vIKIvG/l/i4haZnvb/P2U+f7hWcpvZIqI6OtE9Hnz9yLJ/iwRfYuIHiOiR822RRk7m0T0WSL6rhn/71gE2YnoEfO87b9dIvq5Y5WdmWf2D0AE4GkArwTQAvANAK+fpUw5Mv4YgLcAeNzb9q8AfMx8/hiAf2k+vw/A/4LUKrwdwJdnLPtlAG8xnzcAfA/A6xdIfgKwbj43IUWBbwfwGQAfMNt/GcDfNZ9/FsAvm88fAPBbczB+/gGA/wLg8+bvRZL9WQDng22LMnY+BeBvm88tAJuLIrt3DxGAFyEFWMcm+6xv6h0Aftf7++MAPj7rh50j58OB0n8SwGXz+TKAJ83n/wDgg3n7zcM/SFrtexZRfgCrAL4G4G2QasRGOIYA/C6Ad5jPDbMfzVDmqxBeqr8A4PPmxVwI2Y0ceUp/7scOgFMAfhA+v0WQPZD3LwH4v8ct+6zdO0WUDfOOFAUFgCoKipmDSig0MMfyG/fIY5Divy9CVobbzGxJZ3wZnfzm+x0A505W4hR+EcA/QlKMfw6LIzsglfT/m4i+SkKbAizG2HklgNsAfs241v4TEa1hMWT38QEAnzafj032WSv9WpQNC4S5vB8KKDTKds3ZNlP5mTlm5jdBrOYfBfC6vN3M/3MjPxH9FQC3mPmr/uacXedOdg/vYua3QJhzP0pEP1ay7zzJ34C4ZD/BzG8GcICEBTgP8yQ7AMDEen4SwG9X7ZqzrVT2WSv9RaVsWBgKCnqJUGgw8zaAP4D4LTeJyBYW+jI6+c33p5GmyjpJvAvATxLRswB+E+Li+UUshuwAAGa+bv6/BeC/QybdRRg71wBcY+Yvm78/C5kEFkF2i58A8DVmvmn+PjbZZ630/wTAa0xGQwuynPncjGWqg4WgoCBabAoNIrpARJvm8wqAvwih9v59AD9tdgvlt/f10wB+j42j86TBzB9n5qvM/DBkXP8eM/8NLIDsAEBEa0S0YT9D/MuPYwHGDjO/COB5InrEbPpxAN/GAsju4YNIXDvAcco+B8GK90GySp4G8E9mLU+OfJ+G0EIPIbPqhyG+1i8B+L75/6zZlwD8O3Mv3wLw1hnL/uchS71vAnjM/HvfAsn/pwF83cj/OIB/ara/EsBXIFQfvw2gbbZ3zN9Pme9fOevxY+R6N5LsnYWQ3cj5DfPvCftuLtDYeROAR83Y+R8AziyQ7KsA7gI47W07NtmXNAxLLLHEEi8jzNq9s8QSSyyxxAliqfSXWGKJJV5GWCr9JZZYYomXEZZKf4kllljiZYSl0l9iiSWWeBlhqfSXWGKJJV5GWCr9JZZYYomXEf4/+WIruh41wQ0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(MelFeature4().mfcc(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ac72236400>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(MelFeature5().mfcc(x))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
